Code
library(tidyverse)
library(here)
library(DT)
library(gt)
library(kableExtra)
# Imports data
names <- read_csv(here("StateNames_A.csv"))
# Interactive Data Table
DT::datatable(names)Lab 9: Baby Names
1 The Data
Our dataset(s) in this lab concerns baby names and their popularity over time. At this link, you can find the names for ALL 50 states, in separate datasets organized by first letter. For each year, and for each name with at least 50 recorded babies born, we are given the counts of how many babies had that name.
2 Is My Name Not Cool Anymore?
Let’s take a look at how the name “Allison” has changed over time. As my name begins with “A”, you should download the StateNames_A.csv dataset from the link above.
3 Summarizing & Visualizing the Number of Allisons
- Make a summary table of the number of babies named “Allison” for each state and the sex of the baby. Specifically, the table should have the following qualities:
each state should be its own row
and each sex should have its own column
if there were no babies born for that combination of state & sex there should be a 0 (not an
NA)
The dataset has a column titled Gender, which contains two values "F" and "M", representing “Female” and “Male”. The sex someone was assigned at birth is different from their gender identity (definitions). Thus, this variable should be renamed to Sex or Sex at Birth.
- You should have seen in the table above that “Allison” is a name given overwhelmingly to babies assigned “female” at birth. So, create a new data set named
allison_fwhich contains only the babies assignedFemale at birth.
This should be the data set you use for the remainder of the assignment.
- Make a visualization showing how the popularity of the name “Allison” has changed over the years. To be clear, each year should have one observation–the total number of Allisons born that year.
Code
allison <- names |>
filter(Name == "Allison") |>
pivot_wider(names_from = "State",
values_from = "Count",
values_fill = 0) |>
pivot_longer("AK":"WY",
names_to = "State",
values_to = "Count") |>
select(State, Gender, Year, Count) |>
rename("Sex" = "Gender") |>
print()# A tibble: 969 × 4
State Sex Year Count
<chr> <chr> <dbl> <dbl>
1 AK F 1997 19
2 AL F 1997 121
3 AR F 1997 78
4 AZ F 1997 98
5 CA F 1997 565
6 CO F 1997 100
7 CT F 1997 82
8 DC F 1997 15
9 DE F 1997 19
10 FL F 1997 253
# … with 959 more rowsCode
allison |>
knitr::kable(format = "html",
col.names = c("State",
"Sex",
"Year",
"Count"),
caption = "Summary of Frequency and Sex of Allisons in Each State") |>
kableExtra::kable_classic(html_font = "Arial") |>
kableExtra::kable_styling(bootstrap_options = "striped")| State | Sex | Year | Count |
|---|---|---|---|
| AK | F | 1997 | 19 |
| AL | F | 1997 | 121 |
| AR | F | 1997 | 78 |
| AZ | F | 1997 | 98 |
| CA | F | 1997 | 565 |
| CO | F | 1997 | 100 |
| CT | F | 1997 | 82 |
| DC | F | 1997 | 15 |
| DE | F | 1997 | 19 |
| FL | F | 1997 | 253 |
| GA | F | 1997 | 196 |
| HI | F | 1997 | 6 |
| IA | F | 1997 | 130 |
| ID | F | 1997 | 19 |
| IL | F | 1997 | 364 |
| IN | F | 1997 | 239 |
| KS | F | 1997 | 75 |
| KY | F | 1997 | 130 |
| LA | F | 1997 | 109 |
| MA | F | 1997 | 190 |
| MD | F | 1997 | 145 |
| ME | F | 1997 | 37 |
| MI | F | 1997 | 338 |
| MN | F | 1997 | 191 |
| MO | F | 1997 | 211 |
| MS | F | 1997 | 61 |
| MT | F | 1997 | 15 |
| NC | F | 1997 | 216 |
| ND | F | 1997 | 27 |
| NE | F | 1997 | 62 |
| NH | F | 1997 | 32 |
| NJ | F | 1997 | 216 |
| NM | F | 1997 | 27 |
| NV | F | 1997 | 22 |
| NY | F | 1997 | 412 |
| OH | F | 1997 | 496 |
| OK | F | 1997 | 90 |
| OR | F | 1997 | 67 |
| PA | F | 1997 | 343 |
| RI | F | 1997 | 26 |
| SC | F | 1997 | 78 |
| SD | F | 1997 | 31 |
| TN | F | 1997 | 201 |
| TX | F | 1997 | 482 |
| UT | F | 1997 | 72 |
| VA | F | 1997 | 210 |
| VT | F | 1997 | 13 |
| WA | F | 1997 | 121 |
| WI | F | 1997 | 163 |
| WV | F | 1997 | 56 |
| WY | F | 1997 | 5 |
| AK | F | 1998 | 10 |
| AL | F | 1998 | 148 |
| AR | F | 1998 | 64 |
| AZ | F | 1998 | 103 |
| CA | F | 1998 | 638 |
| CO | F | 1998 | 100 |
| CT | F | 1998 | 102 |
| DC | F | 1998 | 15 |
| DE | F | 1998 | 12 |
| FL | F | 1998 | 308 |
| GA | F | 1998 | 215 |
| HI | F | 1998 | 15 |
| IA | F | 1998 | 127 |
| ID | F | 1998 | 29 |
| IL | F | 1998 | 452 |
| IN | F | 1998 | 238 |
| KS | F | 1998 | 109 |
| KY | F | 1998 | 156 |
| LA | F | 1998 | 98 |
| MA | F | 1998 | 201 |
| MD | F | 1998 | 168 |
| ME | F | 1998 | 33 |
| MI | F | 1998 | 339 |
| MN | F | 1998 | 191 |
| MO | F | 1998 | 256 |
| MS | F | 1998 | 51 |
| MT | F | 1998 | 22 |
| NC | F | 1998 | 220 |
| ND | F | 1998 | 30 |
| NE | F | 1998 | 68 |
| NH | F | 1998 | 38 |
| NJ | F | 1998 | 223 |
| NM | F | 1998 | 21 |
| NV | F | 1998 | 33 |
| NY | F | 1998 | 408 |
| OH | F | 1998 | 477 |
| OK | F | 1998 | 107 |
| OR | F | 1998 | 84 |
| PA | F | 1998 | 402 |
| RI | F | 1998 | 25 |
| SC | F | 1998 | 87 |
| SD | F | 1998 | 33 |
| TN | F | 1998 | 203 |
| TX | F | 1998 | 497 |
| UT | F | 1998 | 83 |
| VA | F | 1998 | 227 |
| VT | F | 1998 | 15 |
| WA | F | 1998 | 122 |
| WI | F | 1998 | 183 |
| WV | F | 1998 | 67 |
| WY | F | 1998 | 8 |
| AK | F | 1999 | 13 |
| AL | F | 1999 | 124 |
| AR | F | 1999 | 67 |
| AZ | F | 1999 | 96 |
| CA | F | 1999 | 571 |
| CO | F | 1999 | 106 |
| CT | F | 1999 | 89 |
| DC | F | 1999 | 8 |
| DE | F | 1999 | 25 |
| FL | F | 1999 | 224 |
| GA | F | 1999 | 173 |
| HI | F | 1999 | 12 |
| IA | F | 1999 | 123 |
| ID | F | 1999 | 29 |
| IL | F | 1999 | 362 |
| IN | F | 1999 | 241 |
| KS | F | 1999 | 77 |
| KY | F | 1999 | 137 |
| LA | F | 1999 | 113 |
| MA | F | 1999 | 174 |
| MD | F | 1999 | 153 |
| ME | F | 1999 | 30 |
| MI | F | 1999 | 297 |
| MN | F | 1999 | 186 |
| MO | F | 1999 | 228 |
| MS | F | 1999 | 56 |
| MT | F | 1999 | 15 |
| NC | F | 1999 | 199 |
| ND | F | 1999 | 20 |
| NE | F | 1999 | 56 |
| NH | F | 1999 | 32 |
| NJ | F | 1999 | 225 |
| NM | F | 1999 | 17 |
| NV | F | 1999 | 40 |
| NY | F | 1999 | 335 |
| OH | F | 1999 | 431 |
| OK | F | 1999 | 98 |
| OR | F | 1999 | 86 |
| PA | F | 1999 | 324 |
| RI | F | 1999 | 24 |
| SC | F | 1999 | 72 |
| SD | F | 1999 | 22 |
| TN | F | 1999 | 157 |
| TX | F | 1999 | 484 |
| UT | F | 1999 | 76 |
| VA | F | 1999 | 210 |
| VT | F | 1999 | 12 |
| WA | F | 1999 | 117 |
| WI | F | 1999 | 193 |
| WV | F | 1999 | 58 |
| WY | F | 1999 | 6 |
| AK | F | 2000 | 14 |
| AL | F | 2000 | 91 |
| AR | F | 2000 | 72 |
| AZ | F | 2000 | 97 |
| CA | F | 2000 | 538 |
| CO | F | 2000 | 92 |
| CT | F | 2000 | 81 |
| DC | F | 2000 | 8 |
| DE | F | 2000 | 12 |
| FL | F | 2000 | 241 |
| GA | F | 2000 | 209 |
| HI | F | 2000 | 12 |
| IA | F | 2000 | 109 |
| ID | F | 2000 | 16 |
| IL | F | 2000 | 295 |
| IN | F | 2000 | 198 |
| KS | F | 2000 | 81 |
| KY | F | 2000 | 134 |
| LA | F | 2000 | 64 |
| MA | F | 2000 | 142 |
| MD | F | 2000 | 121 |
| ME | F | 2000 | 15 |
| MI | F | 2000 | 291 |
| MN | F | 2000 | 175 |
| MO | F | 2000 | 199 |
| MS | F | 2000 | 43 |
| MT | F | 2000 | 16 |
| NC | F | 2000 | 187 |
| ND | F | 2000 | 22 |
| NE | F | 2000 | 56 |
| NH | F | 2000 | 19 |
| NJ | F | 2000 | 177 |
| NM | F | 2000 | 15 |
| NV | F | 2000 | 29 |
| NY | F | 2000 | 315 |
| OH | F | 2000 | 398 |
| OK | F | 2000 | 87 |
| OR | F | 2000 | 55 |
| PA | F | 2000 | 281 |
| RI | F | 2000 | 21 |
| SC | F | 2000 | 58 |
| SD | F | 2000 | 27 |
| TN | F | 2000 | 158 |
| TX | F | 2000 | 447 |
| UT | F | 2000 | 73 |
| VA | F | 2000 | 176 |
| VT | F | 2000 | 15 |
| WA | F | 2000 | 116 |
| WI | F | 2000 | 150 |
| WV | F | 2000 | 56 |
| WY | F | 2000 | 10 |
| AK | F | 2001 | 9 |
| AL | F | 2001 | 82 |
| AR | F | 2001 | 82 |
| AZ | F | 2001 | 98 |
| CA | F | 2001 | 539 |
| CO | F | 2001 | 72 |
| CT | F | 2001 | 63 |
| DC | F | 2001 | 13 |
| DE | F | 2001 | 19 |
| FL | F | 2001 | 220 |
| GA | F | 2001 | 176 |
| HI | F | 2001 | 11 |
| IA | F | 2001 | 104 |
| ID | F | 2001 | 20 |
| IL | F | 2001 | 320 |
| IN | F | 2001 | 198 |
| KS | F | 2001 | 85 |
| KY | F | 2001 | 129 |
| LA | F | 2001 | 76 |
| MA | F | 2001 | 179 |
| MD | F | 2001 | 131 |
| ME | F | 2001 | 22 |
| MI | F | 2001 | 246 |
| MN | F | 2001 | 154 |
| MO | F | 2001 | 171 |
| MS | F | 2001 | 54 |
| MT | F | 2001 | 8 |
| NC | F | 2001 | 177 |
| ND | F | 2001 | 18 |
| NE | F | 2001 | 44 |
| NH | F | 2001 | 32 |
| NJ | F | 2001 | 189 |
| NM | F | 2001 | 21 |
| NV | F | 2001 | 27 |
| NY | F | 2001 | 322 |
| OH | F | 2001 | 376 |
| OK | F | 2001 | 81 |
| OR | F | 2001 | 67 |
| PA | F | 2001 | 283 |
| RI | F | 2001 | 27 |
| SC | F | 2001 | 66 |
| SD | F | 2001 | 17 |
| TN | F | 2001 | 139 |
| TX | F | 2001 | 457 |
| UT | F | 2001 | 61 |
| VA | F | 2001 | 173 |
| VT | F | 2001 | 9 |
| WA | F | 2001 | 125 |
| WI | F | 2001 | 159 |
| WV | F | 2001 | 52 |
| WY | F | 2001 | 6 |
| AK | F | 2002 | 14 |
| AL | F | 2002 | 83 |
| AR | F | 2002 | 73 |
| AZ | F | 2002 | 83 |
| CA | F | 2002 | 554 |
| CO | F | 2002 | 69 |
| CT | F | 2002 | 71 |
| DC | F | 2002 | 12 |
| DE | F | 2002 | 18 |
| FL | F | 2002 | 244 |
| GA | F | 2002 | 147 |
| HI | F | 2002 | 6 |
| IA | F | 2002 | 80 |
| ID | F | 2002 | 30 |
| IL | F | 2002 | 334 |
| IN | F | 2002 | 200 |
| KS | F | 2002 | 105 |
| KY | F | 2002 | 126 |
| LA | F | 2002 | 65 |
| MA | F | 2002 | 148 |
| MD | F | 2002 | 129 |
| ME | F | 2002 | 20 |
| MI | F | 2002 | 269 |
| MN | F | 2002 | 146 |
| MO | F | 2002 | 153 |
| MS | F | 2002 | 56 |
| MT | F | 2002 | 11 |
| NC | F | 2002 | 206 |
| ND | F | 2002 | 20 |
| NE | F | 2002 | 63 |
| NH | F | 2002 | 34 |
| NJ | F | 2002 | 174 |
| NM | F | 2002 | 24 |
| NV | F | 2002 | 38 |
| NY | F | 2002 | 335 |
| OH | F | 2002 | 372 |
| OK | F | 2002 | 81 |
| OR | F | 2002 | 81 |
| PA | F | 2002 | 296 |
| RI | F | 2002 | 26 |
| SC | F | 2002 | 60 |
| SD | F | 2002 | 33 |
| TN | F | 2002 | 129 |
| TX | F | 2002 | 440 |
| UT | F | 2002 | 74 |
| VA | F | 2002 | 152 |
| VT | F | 2002 | 11 |
| WA | F | 2002 | 111 |
| WI | F | 2002 | 161 |
| WV | F | 2002 | 62 |
| WY | F | 2002 | 8 |
| AK | F | 2003 | 14 |
| AL | F | 2003 | 88 |
| AR | F | 2003 | 61 |
| AZ | F | 2003 | 80 |
| CA | F | 2003 | 545 |
| CO | F | 2003 | 95 |
| CT | F | 2003 | 60 |
| DC | F | 2003 | 19 |
| DE | F | 2003 | 14 |
| FL | F | 2003 | 235 |
| GA | F | 2003 | 166 |
| HI | F | 2003 | 9 |
| IA | F | 2003 | 98 |
| ID | F | 2003 | 22 |
| IL | F | 2003 | 262 |
| IN | F | 2003 | 182 |
| KS | F | 2003 | 72 |
| KY | F | 2003 | 123 |
| LA | F | 2003 | 74 |
| MA | F | 2003 | 147 |
| MD | F | 2003 | 119 |
| ME | F | 2003 | 20 |
| MI | F | 2003 | 261 |
| MN | F | 2003 | 142 |
| MO | F | 2003 | 191 |
| MS | F | 2003 | 41 |
| MT | F | 2003 | 14 |
| NC | F | 2003 | 166 |
| ND | F | 2003 | 20 |
| NE | F | 2003 | 50 |
| NH | F | 2003 | 30 |
| NJ | F | 2003 | 158 |
| NM | F | 2003 | 13 |
| NV | F | 2003 | 32 |
| NY | F | 2003 | 311 |
| OH | F | 2003 | 343 |
| OK | F | 2003 | 75 |
| OR | F | 2003 | 72 |
| PA | F | 2003 | 261 |
| RI | F | 2003 | 19 |
| SC | F | 2003 | 53 |
| SD | F | 2003 | 22 |
| TN | F | 2003 | 122 |
| TX | F | 2003 | 402 |
| UT | F | 2003 | 55 |
| VA | F | 2003 | 164 |
| VT | F | 2003 | 7 |
| WA | F | 2003 | 102 |
| WI | F | 2003 | 154 |
| WV | F | 2003 | 59 |
| WY | F | 2003 | 6 |
| AK | F | 2004 | 13 |
| AL | F | 2004 | 68 |
| AR | F | 2004 | 65 |
| AZ | F | 2004 | 94 |
| CA | F | 2004 | 591 |
| CO | F | 2004 | 73 |
| CT | F | 2004 | 72 |
| DC | F | 2004 | 13 |
| DE | F | 2004 | 18 |
| FL | F | 2004 | 213 |
| GA | F | 2004 | 169 |
| HI | F | 2004 | 17 |
| IA | F | 2004 | 101 |
| ID | F | 2004 | 32 |
| IL | F | 2004 | 307 |
| IN | F | 2004 | 180 |
| KS | F | 2004 | 80 |
| KY | F | 2004 | 85 |
| LA | F | 2004 | 65 |
| MA | F | 2004 | 146 |
| MD | F | 2004 | 110 |
| ME | F | 2004 | 16 |
| MI | F | 2004 | 253 |
| MN | F | 2004 | 147 |
| MO | F | 2004 | 155 |
| MS | F | 2004 | 49 |
| MT | F | 2004 | 7 |
| NC | F | 2004 | 175 |
| ND | F | 2004 | 11 |
| NE | F | 2004 | 47 |
| NH | F | 2004 | 21 |
| NJ | F | 2004 | 177 |
| NM | F | 2004 | 14 |
| NV | F | 2004 | 24 |
| NY | F | 2004 | 288 |
| OH | F | 2004 | 307 |
| OK | F | 2004 | 93 |
| OR | F | 2004 | 66 |
| PA | F | 2004 | 247 |
| RI | F | 2004 | 14 |
| SC | F | 2004 | 58 |
| SD | F | 2004 | 26 |
| TN | F | 2004 | 149 |
| TX | F | 2004 | 465 |
| UT | F | 2004 | 64 |
| VA | F | 2004 | 187 |
| VT | F | 2004 | 11 |
| WA | F | 2004 | 95 |
| WI | F | 2004 | 135 |
| WV | F | 2004 | 50 |
| WY | F | 2004 | 8 |
| AK | F | 2005 | 10 |
| AL | F | 2005 | 86 |
| AR | F | 2005 | 71 |
| AZ | F | 2005 | 91 |
| CA | F | 2005 | 580 |
| CO | F | 2005 | 87 |
| CT | F | 2005 | 54 |
| DC | F | 2005 | 18 |
| DE | F | 2005 | 14 |
| FL | F | 2005 | 228 |
| GA | F | 2005 | 157 |
| HI | F | 2005 | 6 |
| IA | F | 2005 | 82 |
| ID | F | 2005 | 33 |
| IL | F | 2005 | 275 |
| IN | F | 2005 | 183 |
| KS | F | 2005 | 75 |
| KY | F | 2005 | 104 |
| LA | F | 2005 | 73 |
| MA | F | 2005 | 129 |
| MD | F | 2005 | 90 |
| ME | F | 2005 | 14 |
| MI | F | 2005 | 225 |
| MN | F | 2005 | 109 |
| MO | F | 2005 | 171 |
| MS | F | 2005 | 46 |
| MT | F | 2005 | 11 |
| NC | F | 2005 | 156 |
| ND | F | 2005 | 14 |
| NE | F | 2005 | 50 |
| NH | F | 2005 | 28 |
| NJ | F | 2005 | 166 |
| NM | F | 2005 | 15 |
| NV | F | 2005 | 24 |
| NY | F | 2005 | 278 |
| OH | F | 2005 | 335 |
| OK | F | 2005 | 74 |
| OR | F | 2005 | 71 |
| PA | F | 2005 | 242 |
| RI | F | 2005 | 14 |
| SC | F | 2005 | 74 |
| SD | F | 2005 | 23 |
| TN | F | 2005 | 124 |
| TX | F | 2005 | 407 |
| UT | F | 2005 | 60 |
| VA | F | 2005 | 154 |
| VT | F | 2005 | 7 |
| WA | F | 2005 | 91 |
| WI | F | 2005 | 148 |
| WV | F | 2005 | 44 |
| WY | F | 2005 | 10 |
| AK | F | 2006 | 18 |
| AL | F | 2006 | 68 |
| AR | F | 2006 | 79 |
| AZ | F | 2006 | 109 |
| CA | F | 2006 | 581 |
| CO | F | 2006 | 70 |
| CT | F | 2006 | 54 |
| DC | F | 2006 | 16 |
| DE | F | 2006 | 14 |
| FL | F | 2006 | 225 |
| GA | F | 2006 | 164 |
| HI | F | 2006 | 10 |
| IA | F | 2006 | 91 |
| ID | F | 2006 | 24 |
| IL | F | 2006 | 263 |
| IN | F | 2006 | 156 |
| KS | F | 2006 | 66 |
| KY | F | 2006 | 112 |
| LA | F | 2006 | 49 |
| MA | F | 2006 | 113 |
| MD | F | 2006 | 116 |
| ME | F | 2006 | 19 |
| MI | F | 2006 | 215 |
| MN | F | 2006 | 120 |
| MO | F | 2006 | 169 |
| MS | F | 2006 | 47 |
| MT | F | 2006 | 12 |
| NC | F | 2006 | 164 |
| ND | F | 2006 | 17 |
| NE | F | 2006 | 45 |
| NH | F | 2006 | 37 |
| NJ | F | 2006 | 162 |
| NM | F | 2006 | 15 |
| NV | F | 2006 | 40 |
| NY | F | 2006 | 281 |
| OH | F | 2006 | 311 |
| OK | F | 2006 | 69 |
| OR | F | 2006 | 55 |
| PA | F | 2006 | 214 |
| RI | F | 2006 | 14 |
| SC | F | 2006 | 71 |
| SD | F | 2006 | 21 |
| TN | F | 2006 | 123 |
| TX | F | 2006 | 435 |
| UT | F | 2006 | 51 |
| VA | F | 2006 | 173 |
| VT | F | 2006 | 6 |
| WA | F | 2006 | 110 |
| WI | F | 2006 | 125 |
| WV | F | 2006 | 33 |
| WY | F | 2006 | 8 |
| AK | F | 2007 | 13 |
| AL | F | 2007 | 78 |
| AR | F | 2007 | 55 |
| AZ | F | 2007 | 91 |
| CA | F | 2007 | 654 |
| CO | F | 2007 | 89 |
| CT | F | 2007 | 55 |
| DC | F | 2007 | 19 |
| DE | F | 2007 | 10 |
| FL | F | 2007 | 239 |
| GA | F | 2007 | 159 |
| HI | F | 2007 | 9 |
| IA | F | 2007 | 78 |
| ID | F | 2007 | 21 |
| IL | F | 2007 | 248 |
| IN | F | 2007 | 146 |
| KS | F | 2007 | 60 |
| KY | F | 2007 | 108 |
| LA | F | 2007 | 48 |
| MA | F | 2007 | 106 |
| MD | F | 2007 | 134 |
| ME | F | 2007 | 18 |
| MI | F | 2007 | 208 |
| MN | F | 2007 | 129 |
| MO | F | 2007 | 115 |
| MS | F | 2007 | 41 |
| MT | F | 2007 | 10 |
| NC | F | 2007 | 150 |
| ND | F | 2007 | 10 |
| NE | F | 2007 | 35 |
| NH | F | 2007 | 14 |
| NJ | F | 2007 | 143 |
| NM | F | 2007 | 14 |
| NV | F | 2007 | 43 |
| NY | F | 2007 | 284 |
| OH | F | 2007 | 255 |
| OK | F | 2007 | 78 |
| OR | F | 2007 | 64 |
| PA | F | 2007 | 216 |
| RI | F | 2007 | 12 |
| SC | F | 2007 | 62 |
| SD | F | 2007 | 16 |
| TN | F | 2007 | 130 |
| TX | F | 2007 | 469 |
| UT | F | 2007 | 55 |
| VA | F | 2007 | 172 |
| VT | F | 2007 | 10 |
| WA | F | 2007 | 113 |
| WI | F | 2007 | 117 |
| WV | F | 2007 | 40 |
| WY | F | 2007 | 7 |
| AK | F | 2008 | 15 |
| AL | F | 2008 | 83 |
| AR | F | 2008 | 64 |
| AZ | F | 2008 | 133 |
| CA | F | 2008 | 844 |
| CO | F | 2008 | 95 |
| CT | F | 2008 | 51 |
| DC | F | 2008 | 29 |
| DE | F | 2008 | 16 |
| FL | F | 2008 | 265 |
| GA | F | 2008 | 200 |
| HI | F | 2008 | 15 |
| IA | F | 2008 | 65 |
| ID | F | 2008 | 24 |
| IL | F | 2008 | 275 |
| IN | F | 2008 | 161 |
| KS | F | 2008 | 64 |
| KY | F | 2008 | 104 |
| LA | F | 2008 | 64 |
| MA | F | 2008 | 104 |
| MD | F | 2008 | 116 |
| ME | F | 2008 | 16 |
| MI | F | 2008 | 197 |
| MN | F | 2008 | 128 |
| MO | F | 2008 | 158 |
| MS | F | 2008 | 41 |
| MT | F | 2008 | 17 |
| NC | F | 2008 | 219 |
| ND | F | 2008 | 18 |
| NE | F | 2008 | 35 |
| NH | F | 2008 | 11 |
| NJ | F | 2008 | 171 |
| NM | F | 2008 | 43 |
| NV | F | 2008 | 50 |
| NY | F | 2008 | 299 |
| OH | F | 2008 | 263 |
| OK | F | 2008 | 67 |
| OR | F | 2008 | 62 |
| PA | F | 2008 | 203 |
| RI | F | 2008 | 15 |
| SC | F | 2008 | 79 |
| SD | F | 2008 | 14 |
| TN | F | 2008 | 127 |
| TX | F | 2008 | 656 |
| UT | F | 2008 | 69 |
| VA | F | 2008 | 221 |
| VT | F | 2008 | 0 |
| WA | F | 2008 | 109 |
| WI | F | 2008 | 112 |
| WV | F | 2008 | 38 |
| WY | F | 2008 | 12 |
| AK | F | 2009 | 13 |
| AL | F | 2009 | 82 |
| AR | F | 2009 | 73 |
| AZ | F | 2009 | 147 |
| CA | F | 2009 | 973 |
| CO | F | 2009 | 119 |
| CT | F | 2009 | 54 |
| DC | F | 2009 | 41 |
| DE | F | 2009 | 23 |
| FL | F | 2009 | 290 |
| GA | F | 2009 | 226 |
| HI | F | 2009 | 12 |
| IA | F | 2009 | 56 |
| ID | F | 2009 | 32 |
| IL | F | 2009 | 284 |
| IN | F | 2009 | 128 |
| KS | F | 2009 | 66 |
| KY | F | 2009 | 82 |
| LA | F | 2009 | 53 |
| MA | F | 2009 | 85 |
| MD | F | 2009 | 141 |
| ME | F | 2009 | 19 |
| MI | F | 2009 | 168 |
| MN | F | 2009 | 113 |
| MO | F | 2009 | 134 |
| MS | F | 2009 | 38 |
| MT | F | 2009 | 17 |
| NC | F | 2009 | 238 |
| ND | F | 2009 | 10 |
| NE | F | 2009 | 30 |
| NH | F | 2009 | 18 |
| NJ | F | 2009 | 187 |
| NM | F | 2009 | 26 |
| NV | F | 2009 | 67 |
| NY | F | 2009 | 351 |
| OH | F | 2009 | 240 |
| OK | F | 2009 | 69 |
| OR | F | 2009 | 61 |
| PA | F | 2009 | 206 |
| RI | F | 2009 | 18 |
| SC | F | 2009 | 65 |
| SD | F | 2009 | 11 |
| TN | F | 2009 | 141 |
| TX | F | 2009 | 842 |
| UT | F | 2009 | 66 |
| VA | F | 2009 | 196 |
| VT | F | 2009 | 0 |
| WA | F | 2009 | 120 |
| WI | F | 2009 | 100 |
| WV | F | 2009 | 38 |
| WY | F | 2009 | 10 |
| AK | F | 2010 | 12 |
| AL | F | 2010 | 71 |
| AR | F | 2010 | 60 |
| AZ | F | 2010 | 126 |
| CA | F | 2010 | 854 |
| CO | F | 2010 | 92 |
| CT | F | 2010 | 43 |
| DC | F | 2010 | 15 |
| DE | F | 2010 | 18 |
| FL | F | 2010 | 248 |
| GA | F | 2010 | 197 |
| HI | F | 2010 | 14 |
| IA | F | 2010 | 49 |
| ID | F | 2010 | 29 |
| IL | F | 2010 | 246 |
| IN | F | 2010 | 135 |
| KS | F | 2010 | 67 |
| KY | F | 2010 | 98 |
| LA | F | 2010 | 51 |
| MA | F | 2010 | 72 |
| MD | F | 2010 | 131 |
| ME | F | 2010 | 19 |
| MI | F | 2010 | 166 |
| MN | F | 2010 | 109 |
| MO | F | 2010 | 140 |
| MS | F | 2010 | 33 |
| MT | F | 2010 | 8 |
| NC | F | 2010 | 226 |
| ND | F | 2010 | 14 |
| NE | F | 2010 | 40 |
| NH | F | 2010 | 15 |
| NJ | F | 2010 | 160 |
| NM | F | 2010 | 24 |
| NV | F | 2010 | 50 |
| NY | F | 2010 | 336 |
| OH | F | 2010 | 198 |
| OK | F | 2010 | 80 |
| OR | F | 2010 | 52 |
| PA | F | 2010 | 148 |
| RI | F | 2010 | 16 |
| SC | F | 2010 | 76 |
| SD | F | 2010 | 19 |
| TN | F | 2010 | 96 |
| TX | F | 2010 | 714 |
| UT | F | 2010 | 56 |
| VA | F | 2010 | 190 |
| VT | F | 2010 | 0 |
| WA | F | 2010 | 94 |
| WI | F | 2010 | 102 |
| WV | F | 2010 | 35 |
| WY | F | 2010 | 12 |
| AK | F | 2011 | 8 |
| AL | F | 2011 | 66 |
| AR | F | 2011 | 61 |
| AZ | F | 2011 | 93 |
| CA | F | 2011 | 845 |
| CO | F | 2011 | 96 |
| CT | F | 2011 | 44 |
| DC | F | 2011 | 19 |
| DE | F | 2011 | 15 |
| FL | F | 2011 | 246 |
| GA | F | 2011 | 154 |
| HI | F | 2011 | 6 |
| IA | F | 2011 | 49 |
| ID | F | 2011 | 27 |
| IL | F | 2011 | 202 |
| IN | F | 2011 | 132 |
| KS | F | 2011 | 63 |
| KY | F | 2011 | 82 |
| LA | F | 2011 | 50 |
| MA | F | 2011 | 74 |
| MD | F | 2011 | 97 |
| ME | F | 2011 | 13 |
| MI | F | 2011 | 160 |
| MN | F | 2011 | 109 |
| MO | F | 2011 | 118 |
| MS | F | 2011 | 45 |
| MT | F | 2011 | 15 |
| NC | F | 2011 | 188 |
| ND | F | 2011 | 7 |
| NE | F | 2011 | 35 |
| NH | F | 2011 | 20 |
| NJ | F | 2011 | 115 |
| NM | F | 2011 | 23 |
| NV | F | 2011 | 43 |
| NY | F | 2011 | 307 |
| OH | F | 2011 | 185 |
| OK | F | 2011 | 76 |
| OR | F | 2011 | 56 |
| PA | F | 2011 | 161 |
| RI | F | 2011 | 7 |
| SC | F | 2011 | 53 |
| SD | F | 2011 | 16 |
| TN | F | 2011 | 129 |
| TX | F | 2011 | 657 |
| UT | F | 2011 | 52 |
| VA | F | 2011 | 163 |
| VT | F | 2011 | 6 |
| WA | F | 2011 | 101 |
| WI | F | 2011 | 121 |
| WV | F | 2011 | 38 |
| WY | F | 2011 | 5 |
| AK | F | 2012 | 11 |
| AL | F | 2012 | 67 |
| AR | F | 2012 | 50 |
| AZ | F | 2012 | 110 |
| CA | F | 2012 | 834 |
| CO | F | 2012 | 69 |
| CT | F | 2012 | 41 |
| DC | F | 2012 | 22 |
| DE | F | 2012 | 17 |
| FL | F | 2012 | 270 |
| GA | F | 2012 | 185 |
| HI | F | 2012 | 12 |
| IA | F | 2012 | 50 |
| ID | F | 2012 | 23 |
| IL | F | 2012 | 203 |
| IN | F | 2012 | 136 |
| KS | F | 2012 | 57 |
| KY | F | 2012 | 73 |
| LA | F | 2012 | 48 |
| MA | F | 2012 | 86 |
| MD | F | 2012 | 96 |
| ME | F | 2012 | 11 |
| MI | F | 2012 | 124 |
| MN | F | 2012 | 71 |
| MO | F | 2012 | 104 |
| MS | F | 2012 | 36 |
| MT | F | 2012 | 13 |
| NC | F | 2012 | 183 |
| ND | F | 2012 | 10 |
| NE | F | 2012 | 33 |
| NH | F | 2012 | 12 |
| NJ | F | 2012 | 131 |
| NM | F | 2012 | 28 |
| NV | F | 2012 | 52 |
| NY | F | 2012 | 271 |
| OH | F | 2012 | 154 |
| OK | F | 2012 | 69 |
| OR | F | 2012 | 61 |
| PA | F | 2012 | 176 |
| RI | F | 2012 | 6 |
| SC | F | 2012 | 79 |
| SD | F | 2012 | 17 |
| TN | F | 2012 | 131 |
| TX | F | 2012 | 724 |
| UT | F | 2012 | 55 |
| VA | F | 2012 | 152 |
| VT | F | 2012 | 0 |
| WA | F | 2012 | 136 |
| WI | F | 2012 | 83 |
| WV | F | 2012 | 21 |
| WY | F | 2012 | 8 |
| AK | F | 2013 | 16 |
| AL | F | 2013 | 66 |
| AR | F | 2013 | 67 |
| AZ | F | 2013 | 108 |
| CA | F | 2013 | 803 |
| CO | F | 2013 | 80 |
| CT | F | 2013 | 48 |
| DC | F | 2013 | 22 |
| DE | F | 2013 | 14 |
| FL | F | 2013 | 244 |
| GA | F | 2013 | 199 |
| HI | F | 2013 | 0 |
| IA | F | 2013 | 45 |
| ID | F | 2013 | 21 |
| IL | F | 2013 | 220 |
| IN | F | 2013 | 115 |
| KS | F | 2013 | 35 |
| KY | F | 2013 | 56 |
| LA | F | 2013 | 50 |
| MA | F | 2013 | 66 |
| MD | F | 2013 | 115 |
| ME | F | 2013 | 10 |
| MI | F | 2013 | 120 |
| MN | F | 2013 | 77 |
| MO | F | 2013 | 122 |
| MS | F | 2013 | 39 |
| MT | F | 2013 | 8 |
| NC | F | 2013 | 189 |
| ND | F | 2013 | 8 |
| NE | F | 2013 | 27 |
| NH | F | 2013 | 9 |
| NJ | F | 2013 | 140 |
| NM | F | 2013 | 26 |
| NV | F | 2013 | 53 |
| NY | F | 2013 | 291 |
| OH | F | 2013 | 175 |
| OK | F | 2013 | 72 |
| OR | F | 2013 | 58 |
| PA | F | 2013 | 159 |
| RI | F | 2013 | 11 |
| SC | F | 2013 | 81 |
| SD | F | 2013 | 12 |
| TN | F | 2013 | 113 |
| TX | F | 2013 | 817 |
| UT | F | 2013 | 61 |
| VA | F | 2013 | 148 |
| VT | F | 2013 | 8 |
| WA | F | 2013 | 73 |
| WI | F | 2013 | 79 |
| WV | F | 2013 | 38 |
| WY | F | 2013 | 8 |
| AK | F | 2014 | 10 |
| AL | F | 2014 | 63 |
| AR | F | 2014 | 56 |
| AZ | F | 2014 | 123 |
| CA | F | 2014 | 904 |
| CO | F | 2014 | 90 |
| CT | F | 2014 | 35 |
| DC | F | 2014 | 17 |
| DE | F | 2014 | 16 |
| FL | F | 2014 | 262 |
| GA | F | 2014 | 165 |
| HI | F | 2014 | 11 |
| IA | F | 2014 | 40 |
| ID | F | 2014 | 20 |
| IL | F | 2014 | 198 |
| IN | F | 2014 | 99 |
| KS | F | 2014 | 46 |
| KY | F | 2014 | 66 |
| LA | F | 2014 | 59 |
| MA | F | 2014 | 56 |
| MD | F | 2014 | 117 |
| ME | F | 2014 | 8 |
| MI | F | 2014 | 137 |
| MN | F | 2014 | 77 |
| MO | F | 2014 | 87 |
| MS | F | 2014 | 40 |
| MT | F | 2014 | 7 |
| NC | F | 2014 | 176 |
| ND | F | 2014 | 9 |
| NE | F | 2014 | 31 |
| NH | F | 2014 | 10 |
| NJ | F | 2014 | 138 |
| NM | F | 2014 | 33 |
| NV | F | 2014 | 62 |
| NY | F | 2014 | 323 |
| OH | F | 2014 | 171 |
| OK | F | 2014 | 55 |
| OR | F | 2014 | 68 |
| PA | F | 2014 | 145 |
| RI | F | 2014 | 11 |
| SC | F | 2014 | 56 |
| SD | F | 2014 | 16 |
| TN | F | 2014 | 116 |
| TX | F | 2014 | 797 |
| UT | F | 2014 | 42 |
| VA | F | 2014 | 152 |
| VT | F | 2014 | 5 |
| WA | F | 2014 | 100 |
| WI | F | 2014 | 82 |
| WV | F | 2014 | 28 |
| WY | F | 2014 | 5 |
| AK | M | 2004 | 0 |
| AL | M | 2004 | 0 |
| AR | M | 2004 | 0 |
| AZ | M | 2004 | 0 |
| CA | M | 2004 | 0 |
| CO | M | 2004 | 0 |
| CT | M | 2004 | 0 |
| DC | M | 2004 | 0 |
| DE | M | 2004 | 0 |
| FL | M | 2004 | 0 |
| GA | M | 2004 | 0 |
| HI | M | 2004 | 0 |
| IA | M | 2004 | 0 |
| ID | M | 2004 | 0 |
| IL | M | 2004 | 0 |
| IN | M | 2004 | 0 |
| KS | M | 2004 | 0 |
| KY | M | 2004 | 20 |
| LA | M | 2004 | 0 |
| MA | M | 2004 | 0 |
| MD | M | 2004 | 0 |
| ME | M | 2004 | 0 |
| MI | M | 2004 | 0 |
| MN | M | 2004 | 0 |
| MO | M | 2004 | 0 |
| MS | M | 2004 | 0 |
| MT | M | 2004 | 0 |
| NC | M | 2004 | 0 |
| ND | M | 2004 | 0 |
| NE | M | 2004 | 0 |
| NH | M | 2004 | 0 |
| NJ | M | 2004 | 0 |
| NM | M | 2004 | 0 |
| NV | M | 2004 | 0 |
| NY | M | 2004 | 0 |
| OH | M | 2004 | 0 |
| OK | M | 2004 | 0 |
| OR | M | 2004 | 0 |
| PA | M | 2004 | 0 |
| RI | M | 2004 | 0 |
| SC | M | 2004 | 0 |
| SD | M | 2004 | 0 |
| TN | M | 2004 | 0 |
| TX | M | 2004 | 0 |
| UT | M | 2004 | 0 |
| VA | M | 2004 | 0 |
| VT | M | 2004 | 0 |
| WA | M | 2004 | 0 |
| WI | M | 2004 | 0 |
| WV | M | 2004 | 0 |
| WY | M | 2004 | 0 |
Code
allison_f <- allison |>
filter(Sex == "F") |>
print()# A tibble: 918 × 4
State Sex Year Count
<chr> <chr> <dbl> <dbl>
1 AK F 1997 19
2 AL F 1997 121
3 AR F 1997 78
4 AZ F 1997 98
5 CA F 1997 565
6 CO F 1997 100
7 CT F 1997 82
8 DC F 1997 15
9 DE F 1997 19
10 FL F 1997 253
# … with 908 more rowsCode
allison_f |>
select(State, Year, Count) |>
knitr::kable(format = "html",
col.names = c("State",
"Year",
"Count"),
caption = "Summary of Frequency of Female Birthed Allisons in Each State") |>
kableExtra::kable_classic(html_font = "Arial") |>
kableExtra::kable_styling(bootstrap_options = "striped")| State | Year | Count |
|---|---|---|
| AK | 1997 | 19 |
| AL | 1997 | 121 |
| AR | 1997 | 78 |
| AZ | 1997 | 98 |
| CA | 1997 | 565 |
| CO | 1997 | 100 |
| CT | 1997 | 82 |
| DC | 1997 | 15 |
| DE | 1997 | 19 |
| FL | 1997 | 253 |
| GA | 1997 | 196 |
| HI | 1997 | 6 |
| IA | 1997 | 130 |
| ID | 1997 | 19 |
| IL | 1997 | 364 |
| IN | 1997 | 239 |
| KS | 1997 | 75 |
| KY | 1997 | 130 |
| LA | 1997 | 109 |
| MA | 1997 | 190 |
| MD | 1997 | 145 |
| ME | 1997 | 37 |
| MI | 1997 | 338 |
| MN | 1997 | 191 |
| MO | 1997 | 211 |
| MS | 1997 | 61 |
| MT | 1997 | 15 |
| NC | 1997 | 216 |
| ND | 1997 | 27 |
| NE | 1997 | 62 |
| NH | 1997 | 32 |
| NJ | 1997 | 216 |
| NM | 1997 | 27 |
| NV | 1997 | 22 |
| NY | 1997 | 412 |
| OH | 1997 | 496 |
| OK | 1997 | 90 |
| OR | 1997 | 67 |
| PA | 1997 | 343 |
| RI | 1997 | 26 |
| SC | 1997 | 78 |
| SD | 1997 | 31 |
| TN | 1997 | 201 |
| TX | 1997 | 482 |
| UT | 1997 | 72 |
| VA | 1997 | 210 |
| VT | 1997 | 13 |
| WA | 1997 | 121 |
| WI | 1997 | 163 |
| WV | 1997 | 56 |
| WY | 1997 | 5 |
| AK | 1998 | 10 |
| AL | 1998 | 148 |
| AR | 1998 | 64 |
| AZ | 1998 | 103 |
| CA | 1998 | 638 |
| CO | 1998 | 100 |
| CT | 1998 | 102 |
| DC | 1998 | 15 |
| DE | 1998 | 12 |
| FL | 1998 | 308 |
| GA | 1998 | 215 |
| HI | 1998 | 15 |
| IA | 1998 | 127 |
| ID | 1998 | 29 |
| IL | 1998 | 452 |
| IN | 1998 | 238 |
| KS | 1998 | 109 |
| KY | 1998 | 156 |
| LA | 1998 | 98 |
| MA | 1998 | 201 |
| MD | 1998 | 168 |
| ME | 1998 | 33 |
| MI | 1998 | 339 |
| MN | 1998 | 191 |
| MO | 1998 | 256 |
| MS | 1998 | 51 |
| MT | 1998 | 22 |
| NC | 1998 | 220 |
| ND | 1998 | 30 |
| NE | 1998 | 68 |
| NH | 1998 | 38 |
| NJ | 1998 | 223 |
| NM | 1998 | 21 |
| NV | 1998 | 33 |
| NY | 1998 | 408 |
| OH | 1998 | 477 |
| OK | 1998 | 107 |
| OR | 1998 | 84 |
| PA | 1998 | 402 |
| RI | 1998 | 25 |
| SC | 1998 | 87 |
| SD | 1998 | 33 |
| TN | 1998 | 203 |
| TX | 1998 | 497 |
| UT | 1998 | 83 |
| VA | 1998 | 227 |
| VT | 1998 | 15 |
| WA | 1998 | 122 |
| WI | 1998 | 183 |
| WV | 1998 | 67 |
| WY | 1998 | 8 |
| AK | 1999 | 13 |
| AL | 1999 | 124 |
| AR | 1999 | 67 |
| AZ | 1999 | 96 |
| CA | 1999 | 571 |
| CO | 1999 | 106 |
| CT | 1999 | 89 |
| DC | 1999 | 8 |
| DE | 1999 | 25 |
| FL | 1999 | 224 |
| GA | 1999 | 173 |
| HI | 1999 | 12 |
| IA | 1999 | 123 |
| ID | 1999 | 29 |
| IL | 1999 | 362 |
| IN | 1999 | 241 |
| KS | 1999 | 77 |
| KY | 1999 | 137 |
| LA | 1999 | 113 |
| MA | 1999 | 174 |
| MD | 1999 | 153 |
| ME | 1999 | 30 |
| MI | 1999 | 297 |
| MN | 1999 | 186 |
| MO | 1999 | 228 |
| MS | 1999 | 56 |
| MT | 1999 | 15 |
| NC | 1999 | 199 |
| ND | 1999 | 20 |
| NE | 1999 | 56 |
| NH | 1999 | 32 |
| NJ | 1999 | 225 |
| NM | 1999 | 17 |
| NV | 1999 | 40 |
| NY | 1999 | 335 |
| OH | 1999 | 431 |
| OK | 1999 | 98 |
| OR | 1999 | 86 |
| PA | 1999 | 324 |
| RI | 1999 | 24 |
| SC | 1999 | 72 |
| SD | 1999 | 22 |
| TN | 1999 | 157 |
| TX | 1999 | 484 |
| UT | 1999 | 76 |
| VA | 1999 | 210 |
| VT | 1999 | 12 |
| WA | 1999 | 117 |
| WI | 1999 | 193 |
| WV | 1999 | 58 |
| WY | 1999 | 6 |
| AK | 2000 | 14 |
| AL | 2000 | 91 |
| AR | 2000 | 72 |
| AZ | 2000 | 97 |
| CA | 2000 | 538 |
| CO | 2000 | 92 |
| CT | 2000 | 81 |
| DC | 2000 | 8 |
| DE | 2000 | 12 |
| FL | 2000 | 241 |
| GA | 2000 | 209 |
| HI | 2000 | 12 |
| IA | 2000 | 109 |
| ID | 2000 | 16 |
| IL | 2000 | 295 |
| IN | 2000 | 198 |
| KS | 2000 | 81 |
| KY | 2000 | 134 |
| LA | 2000 | 64 |
| MA | 2000 | 142 |
| MD | 2000 | 121 |
| ME | 2000 | 15 |
| MI | 2000 | 291 |
| MN | 2000 | 175 |
| MO | 2000 | 199 |
| MS | 2000 | 43 |
| MT | 2000 | 16 |
| NC | 2000 | 187 |
| ND | 2000 | 22 |
| NE | 2000 | 56 |
| NH | 2000 | 19 |
| NJ | 2000 | 177 |
| NM | 2000 | 15 |
| NV | 2000 | 29 |
| NY | 2000 | 315 |
| OH | 2000 | 398 |
| OK | 2000 | 87 |
| OR | 2000 | 55 |
| PA | 2000 | 281 |
| RI | 2000 | 21 |
| SC | 2000 | 58 |
| SD | 2000 | 27 |
| TN | 2000 | 158 |
| TX | 2000 | 447 |
| UT | 2000 | 73 |
| VA | 2000 | 176 |
| VT | 2000 | 15 |
| WA | 2000 | 116 |
| WI | 2000 | 150 |
| WV | 2000 | 56 |
| WY | 2000 | 10 |
| AK | 2001 | 9 |
| AL | 2001 | 82 |
| AR | 2001 | 82 |
| AZ | 2001 | 98 |
| CA | 2001 | 539 |
| CO | 2001 | 72 |
| CT | 2001 | 63 |
| DC | 2001 | 13 |
| DE | 2001 | 19 |
| FL | 2001 | 220 |
| GA | 2001 | 176 |
| HI | 2001 | 11 |
| IA | 2001 | 104 |
| ID | 2001 | 20 |
| IL | 2001 | 320 |
| IN | 2001 | 198 |
| KS | 2001 | 85 |
| KY | 2001 | 129 |
| LA | 2001 | 76 |
| MA | 2001 | 179 |
| MD | 2001 | 131 |
| ME | 2001 | 22 |
| MI | 2001 | 246 |
| MN | 2001 | 154 |
| MO | 2001 | 171 |
| MS | 2001 | 54 |
| MT | 2001 | 8 |
| NC | 2001 | 177 |
| ND | 2001 | 18 |
| NE | 2001 | 44 |
| NH | 2001 | 32 |
| NJ | 2001 | 189 |
| NM | 2001 | 21 |
| NV | 2001 | 27 |
| NY | 2001 | 322 |
| OH | 2001 | 376 |
| OK | 2001 | 81 |
| OR | 2001 | 67 |
| PA | 2001 | 283 |
| RI | 2001 | 27 |
| SC | 2001 | 66 |
| SD | 2001 | 17 |
| TN | 2001 | 139 |
| TX | 2001 | 457 |
| UT | 2001 | 61 |
| VA | 2001 | 173 |
| VT | 2001 | 9 |
| WA | 2001 | 125 |
| WI | 2001 | 159 |
| WV | 2001 | 52 |
| WY | 2001 | 6 |
| AK | 2002 | 14 |
| AL | 2002 | 83 |
| AR | 2002 | 73 |
| AZ | 2002 | 83 |
| CA | 2002 | 554 |
| CO | 2002 | 69 |
| CT | 2002 | 71 |
| DC | 2002 | 12 |
| DE | 2002 | 18 |
| FL | 2002 | 244 |
| GA | 2002 | 147 |
| HI | 2002 | 6 |
| IA | 2002 | 80 |
| ID | 2002 | 30 |
| IL | 2002 | 334 |
| IN | 2002 | 200 |
| KS | 2002 | 105 |
| KY | 2002 | 126 |
| LA | 2002 | 65 |
| MA | 2002 | 148 |
| MD | 2002 | 129 |
| ME | 2002 | 20 |
| MI | 2002 | 269 |
| MN | 2002 | 146 |
| MO | 2002 | 153 |
| MS | 2002 | 56 |
| MT | 2002 | 11 |
| NC | 2002 | 206 |
| ND | 2002 | 20 |
| NE | 2002 | 63 |
| NH | 2002 | 34 |
| NJ | 2002 | 174 |
| NM | 2002 | 24 |
| NV | 2002 | 38 |
| NY | 2002 | 335 |
| OH | 2002 | 372 |
| OK | 2002 | 81 |
| OR | 2002 | 81 |
| PA | 2002 | 296 |
| RI | 2002 | 26 |
| SC | 2002 | 60 |
| SD | 2002 | 33 |
| TN | 2002 | 129 |
| TX | 2002 | 440 |
| UT | 2002 | 74 |
| VA | 2002 | 152 |
| VT | 2002 | 11 |
| WA | 2002 | 111 |
| WI | 2002 | 161 |
| WV | 2002 | 62 |
| WY | 2002 | 8 |
| AK | 2003 | 14 |
| AL | 2003 | 88 |
| AR | 2003 | 61 |
| AZ | 2003 | 80 |
| CA | 2003 | 545 |
| CO | 2003 | 95 |
| CT | 2003 | 60 |
| DC | 2003 | 19 |
| DE | 2003 | 14 |
| FL | 2003 | 235 |
| GA | 2003 | 166 |
| HI | 2003 | 9 |
| IA | 2003 | 98 |
| ID | 2003 | 22 |
| IL | 2003 | 262 |
| IN | 2003 | 182 |
| KS | 2003 | 72 |
| KY | 2003 | 123 |
| LA | 2003 | 74 |
| MA | 2003 | 147 |
| MD | 2003 | 119 |
| ME | 2003 | 20 |
| MI | 2003 | 261 |
| MN | 2003 | 142 |
| MO | 2003 | 191 |
| MS | 2003 | 41 |
| MT | 2003 | 14 |
| NC | 2003 | 166 |
| ND | 2003 | 20 |
| NE | 2003 | 50 |
| NH | 2003 | 30 |
| NJ | 2003 | 158 |
| NM | 2003 | 13 |
| NV | 2003 | 32 |
| NY | 2003 | 311 |
| OH | 2003 | 343 |
| OK | 2003 | 75 |
| OR | 2003 | 72 |
| PA | 2003 | 261 |
| RI | 2003 | 19 |
| SC | 2003 | 53 |
| SD | 2003 | 22 |
| TN | 2003 | 122 |
| TX | 2003 | 402 |
| UT | 2003 | 55 |
| VA | 2003 | 164 |
| VT | 2003 | 7 |
| WA | 2003 | 102 |
| WI | 2003 | 154 |
| WV | 2003 | 59 |
| WY | 2003 | 6 |
| AK | 2004 | 13 |
| AL | 2004 | 68 |
| AR | 2004 | 65 |
| AZ | 2004 | 94 |
| CA | 2004 | 591 |
| CO | 2004 | 73 |
| CT | 2004 | 72 |
| DC | 2004 | 13 |
| DE | 2004 | 18 |
| FL | 2004 | 213 |
| GA | 2004 | 169 |
| HI | 2004 | 17 |
| IA | 2004 | 101 |
| ID | 2004 | 32 |
| IL | 2004 | 307 |
| IN | 2004 | 180 |
| KS | 2004 | 80 |
| KY | 2004 | 85 |
| LA | 2004 | 65 |
| MA | 2004 | 146 |
| MD | 2004 | 110 |
| ME | 2004 | 16 |
| MI | 2004 | 253 |
| MN | 2004 | 147 |
| MO | 2004 | 155 |
| MS | 2004 | 49 |
| MT | 2004 | 7 |
| NC | 2004 | 175 |
| ND | 2004 | 11 |
| NE | 2004 | 47 |
| NH | 2004 | 21 |
| NJ | 2004 | 177 |
| NM | 2004 | 14 |
| NV | 2004 | 24 |
| NY | 2004 | 288 |
| OH | 2004 | 307 |
| OK | 2004 | 93 |
| OR | 2004 | 66 |
| PA | 2004 | 247 |
| RI | 2004 | 14 |
| SC | 2004 | 58 |
| SD | 2004 | 26 |
| TN | 2004 | 149 |
| TX | 2004 | 465 |
| UT | 2004 | 64 |
| VA | 2004 | 187 |
| VT | 2004 | 11 |
| WA | 2004 | 95 |
| WI | 2004 | 135 |
| WV | 2004 | 50 |
| WY | 2004 | 8 |
| AK | 2005 | 10 |
| AL | 2005 | 86 |
| AR | 2005 | 71 |
| AZ | 2005 | 91 |
| CA | 2005 | 580 |
| CO | 2005 | 87 |
| CT | 2005 | 54 |
| DC | 2005 | 18 |
| DE | 2005 | 14 |
| FL | 2005 | 228 |
| GA | 2005 | 157 |
| HI | 2005 | 6 |
| IA | 2005 | 82 |
| ID | 2005 | 33 |
| IL | 2005 | 275 |
| IN | 2005 | 183 |
| KS | 2005 | 75 |
| KY | 2005 | 104 |
| LA | 2005 | 73 |
| MA | 2005 | 129 |
| MD | 2005 | 90 |
| ME | 2005 | 14 |
| MI | 2005 | 225 |
| MN | 2005 | 109 |
| MO | 2005 | 171 |
| MS | 2005 | 46 |
| MT | 2005 | 11 |
| NC | 2005 | 156 |
| ND | 2005 | 14 |
| NE | 2005 | 50 |
| NH | 2005 | 28 |
| NJ | 2005 | 166 |
| NM | 2005 | 15 |
| NV | 2005 | 24 |
| NY | 2005 | 278 |
| OH | 2005 | 335 |
| OK | 2005 | 74 |
| OR | 2005 | 71 |
| PA | 2005 | 242 |
| RI | 2005 | 14 |
| SC | 2005 | 74 |
| SD | 2005 | 23 |
| TN | 2005 | 124 |
| TX | 2005 | 407 |
| UT | 2005 | 60 |
| VA | 2005 | 154 |
| VT | 2005 | 7 |
| WA | 2005 | 91 |
| WI | 2005 | 148 |
| WV | 2005 | 44 |
| WY | 2005 | 10 |
| AK | 2006 | 18 |
| AL | 2006 | 68 |
| AR | 2006 | 79 |
| AZ | 2006 | 109 |
| CA | 2006 | 581 |
| CO | 2006 | 70 |
| CT | 2006 | 54 |
| DC | 2006 | 16 |
| DE | 2006 | 14 |
| FL | 2006 | 225 |
| GA | 2006 | 164 |
| HI | 2006 | 10 |
| IA | 2006 | 91 |
| ID | 2006 | 24 |
| IL | 2006 | 263 |
| IN | 2006 | 156 |
| KS | 2006 | 66 |
| KY | 2006 | 112 |
| LA | 2006 | 49 |
| MA | 2006 | 113 |
| MD | 2006 | 116 |
| ME | 2006 | 19 |
| MI | 2006 | 215 |
| MN | 2006 | 120 |
| MO | 2006 | 169 |
| MS | 2006 | 47 |
| MT | 2006 | 12 |
| NC | 2006 | 164 |
| ND | 2006 | 17 |
| NE | 2006 | 45 |
| NH | 2006 | 37 |
| NJ | 2006 | 162 |
| NM | 2006 | 15 |
| NV | 2006 | 40 |
| NY | 2006 | 281 |
| OH | 2006 | 311 |
| OK | 2006 | 69 |
| OR | 2006 | 55 |
| PA | 2006 | 214 |
| RI | 2006 | 14 |
| SC | 2006 | 71 |
| SD | 2006 | 21 |
| TN | 2006 | 123 |
| TX | 2006 | 435 |
| UT | 2006 | 51 |
| VA | 2006 | 173 |
| VT | 2006 | 6 |
| WA | 2006 | 110 |
| WI | 2006 | 125 |
| WV | 2006 | 33 |
| WY | 2006 | 8 |
| AK | 2007 | 13 |
| AL | 2007 | 78 |
| AR | 2007 | 55 |
| AZ | 2007 | 91 |
| CA | 2007 | 654 |
| CO | 2007 | 89 |
| CT | 2007 | 55 |
| DC | 2007 | 19 |
| DE | 2007 | 10 |
| FL | 2007 | 239 |
| GA | 2007 | 159 |
| HI | 2007 | 9 |
| IA | 2007 | 78 |
| ID | 2007 | 21 |
| IL | 2007 | 248 |
| IN | 2007 | 146 |
| KS | 2007 | 60 |
| KY | 2007 | 108 |
| LA | 2007 | 48 |
| MA | 2007 | 106 |
| MD | 2007 | 134 |
| ME | 2007 | 18 |
| MI | 2007 | 208 |
| MN | 2007 | 129 |
| MO | 2007 | 115 |
| MS | 2007 | 41 |
| MT | 2007 | 10 |
| NC | 2007 | 150 |
| ND | 2007 | 10 |
| NE | 2007 | 35 |
| NH | 2007 | 14 |
| NJ | 2007 | 143 |
| NM | 2007 | 14 |
| NV | 2007 | 43 |
| NY | 2007 | 284 |
| OH | 2007 | 255 |
| OK | 2007 | 78 |
| OR | 2007 | 64 |
| PA | 2007 | 216 |
| RI | 2007 | 12 |
| SC | 2007 | 62 |
| SD | 2007 | 16 |
| TN | 2007 | 130 |
| TX | 2007 | 469 |
| UT | 2007 | 55 |
| VA | 2007 | 172 |
| VT | 2007 | 10 |
| WA | 2007 | 113 |
| WI | 2007 | 117 |
| WV | 2007 | 40 |
| WY | 2007 | 7 |
| AK | 2008 | 15 |
| AL | 2008 | 83 |
| AR | 2008 | 64 |
| AZ | 2008 | 133 |
| CA | 2008 | 844 |
| CO | 2008 | 95 |
| CT | 2008 | 51 |
| DC | 2008 | 29 |
| DE | 2008 | 16 |
| FL | 2008 | 265 |
| GA | 2008 | 200 |
| HI | 2008 | 15 |
| IA | 2008 | 65 |
| ID | 2008 | 24 |
| IL | 2008 | 275 |
| IN | 2008 | 161 |
| KS | 2008 | 64 |
| KY | 2008 | 104 |
| LA | 2008 | 64 |
| MA | 2008 | 104 |
| MD | 2008 | 116 |
| ME | 2008 | 16 |
| MI | 2008 | 197 |
| MN | 2008 | 128 |
| MO | 2008 | 158 |
| MS | 2008 | 41 |
| MT | 2008 | 17 |
| NC | 2008 | 219 |
| ND | 2008 | 18 |
| NE | 2008 | 35 |
| NH | 2008 | 11 |
| NJ | 2008 | 171 |
| NM | 2008 | 43 |
| NV | 2008 | 50 |
| NY | 2008 | 299 |
| OH | 2008 | 263 |
| OK | 2008 | 67 |
| OR | 2008 | 62 |
| PA | 2008 | 203 |
| RI | 2008 | 15 |
| SC | 2008 | 79 |
| SD | 2008 | 14 |
| TN | 2008 | 127 |
| TX | 2008 | 656 |
| UT | 2008 | 69 |
| VA | 2008 | 221 |
| VT | 2008 | 0 |
| WA | 2008 | 109 |
| WI | 2008 | 112 |
| WV | 2008 | 38 |
| WY | 2008 | 12 |
| AK | 2009 | 13 |
| AL | 2009 | 82 |
| AR | 2009 | 73 |
| AZ | 2009 | 147 |
| CA | 2009 | 973 |
| CO | 2009 | 119 |
| CT | 2009 | 54 |
| DC | 2009 | 41 |
| DE | 2009 | 23 |
| FL | 2009 | 290 |
| GA | 2009 | 226 |
| HI | 2009 | 12 |
| IA | 2009 | 56 |
| ID | 2009 | 32 |
| IL | 2009 | 284 |
| IN | 2009 | 128 |
| KS | 2009 | 66 |
| KY | 2009 | 82 |
| LA | 2009 | 53 |
| MA | 2009 | 85 |
| MD | 2009 | 141 |
| ME | 2009 | 19 |
| MI | 2009 | 168 |
| MN | 2009 | 113 |
| MO | 2009 | 134 |
| MS | 2009 | 38 |
| MT | 2009 | 17 |
| NC | 2009 | 238 |
| ND | 2009 | 10 |
| NE | 2009 | 30 |
| NH | 2009 | 18 |
| NJ | 2009 | 187 |
| NM | 2009 | 26 |
| NV | 2009 | 67 |
| NY | 2009 | 351 |
| OH | 2009 | 240 |
| OK | 2009 | 69 |
| OR | 2009 | 61 |
| PA | 2009 | 206 |
| RI | 2009 | 18 |
| SC | 2009 | 65 |
| SD | 2009 | 11 |
| TN | 2009 | 141 |
| TX | 2009 | 842 |
| UT | 2009 | 66 |
| VA | 2009 | 196 |
| VT | 2009 | 0 |
| WA | 2009 | 120 |
| WI | 2009 | 100 |
| WV | 2009 | 38 |
| WY | 2009 | 10 |
| AK | 2010 | 12 |
| AL | 2010 | 71 |
| AR | 2010 | 60 |
| AZ | 2010 | 126 |
| CA | 2010 | 854 |
| CO | 2010 | 92 |
| CT | 2010 | 43 |
| DC | 2010 | 15 |
| DE | 2010 | 18 |
| FL | 2010 | 248 |
| GA | 2010 | 197 |
| HI | 2010 | 14 |
| IA | 2010 | 49 |
| ID | 2010 | 29 |
| IL | 2010 | 246 |
| IN | 2010 | 135 |
| KS | 2010 | 67 |
| KY | 2010 | 98 |
| LA | 2010 | 51 |
| MA | 2010 | 72 |
| MD | 2010 | 131 |
| ME | 2010 | 19 |
| MI | 2010 | 166 |
| MN | 2010 | 109 |
| MO | 2010 | 140 |
| MS | 2010 | 33 |
| MT | 2010 | 8 |
| NC | 2010 | 226 |
| ND | 2010 | 14 |
| NE | 2010 | 40 |
| NH | 2010 | 15 |
| NJ | 2010 | 160 |
| NM | 2010 | 24 |
| NV | 2010 | 50 |
| NY | 2010 | 336 |
| OH | 2010 | 198 |
| OK | 2010 | 80 |
| OR | 2010 | 52 |
| PA | 2010 | 148 |
| RI | 2010 | 16 |
| SC | 2010 | 76 |
| SD | 2010 | 19 |
| TN | 2010 | 96 |
| TX | 2010 | 714 |
| UT | 2010 | 56 |
| VA | 2010 | 190 |
| VT | 2010 | 0 |
| WA | 2010 | 94 |
| WI | 2010 | 102 |
| WV | 2010 | 35 |
| WY | 2010 | 12 |
| AK | 2011 | 8 |
| AL | 2011 | 66 |
| AR | 2011 | 61 |
| AZ | 2011 | 93 |
| CA | 2011 | 845 |
| CO | 2011 | 96 |
| CT | 2011 | 44 |
| DC | 2011 | 19 |
| DE | 2011 | 15 |
| FL | 2011 | 246 |
| GA | 2011 | 154 |
| HI | 2011 | 6 |
| IA | 2011 | 49 |
| ID | 2011 | 27 |
| IL | 2011 | 202 |
| IN | 2011 | 132 |
| KS | 2011 | 63 |
| KY | 2011 | 82 |
| LA | 2011 | 50 |
| MA | 2011 | 74 |
| MD | 2011 | 97 |
| ME | 2011 | 13 |
| MI | 2011 | 160 |
| MN | 2011 | 109 |
| MO | 2011 | 118 |
| MS | 2011 | 45 |
| MT | 2011 | 15 |
| NC | 2011 | 188 |
| ND | 2011 | 7 |
| NE | 2011 | 35 |
| NH | 2011 | 20 |
| NJ | 2011 | 115 |
| NM | 2011 | 23 |
| NV | 2011 | 43 |
| NY | 2011 | 307 |
| OH | 2011 | 185 |
| OK | 2011 | 76 |
| OR | 2011 | 56 |
| PA | 2011 | 161 |
| RI | 2011 | 7 |
| SC | 2011 | 53 |
| SD | 2011 | 16 |
| TN | 2011 | 129 |
| TX | 2011 | 657 |
| UT | 2011 | 52 |
| VA | 2011 | 163 |
| VT | 2011 | 6 |
| WA | 2011 | 101 |
| WI | 2011 | 121 |
| WV | 2011 | 38 |
| WY | 2011 | 5 |
| AK | 2012 | 11 |
| AL | 2012 | 67 |
| AR | 2012 | 50 |
| AZ | 2012 | 110 |
| CA | 2012 | 834 |
| CO | 2012 | 69 |
| CT | 2012 | 41 |
| DC | 2012 | 22 |
| DE | 2012 | 17 |
| FL | 2012 | 270 |
| GA | 2012 | 185 |
| HI | 2012 | 12 |
| IA | 2012 | 50 |
| ID | 2012 | 23 |
| IL | 2012 | 203 |
| IN | 2012 | 136 |
| KS | 2012 | 57 |
| KY | 2012 | 73 |
| LA | 2012 | 48 |
| MA | 2012 | 86 |
| MD | 2012 | 96 |
| ME | 2012 | 11 |
| MI | 2012 | 124 |
| MN | 2012 | 71 |
| MO | 2012 | 104 |
| MS | 2012 | 36 |
| MT | 2012 | 13 |
| NC | 2012 | 183 |
| ND | 2012 | 10 |
| NE | 2012 | 33 |
| NH | 2012 | 12 |
| NJ | 2012 | 131 |
| NM | 2012 | 28 |
| NV | 2012 | 52 |
| NY | 2012 | 271 |
| OH | 2012 | 154 |
| OK | 2012 | 69 |
| OR | 2012 | 61 |
| PA | 2012 | 176 |
| RI | 2012 | 6 |
| SC | 2012 | 79 |
| SD | 2012 | 17 |
| TN | 2012 | 131 |
| TX | 2012 | 724 |
| UT | 2012 | 55 |
| VA | 2012 | 152 |
| VT | 2012 | 0 |
| WA | 2012 | 136 |
| WI | 2012 | 83 |
| WV | 2012 | 21 |
| WY | 2012 | 8 |
| AK | 2013 | 16 |
| AL | 2013 | 66 |
| AR | 2013 | 67 |
| AZ | 2013 | 108 |
| CA | 2013 | 803 |
| CO | 2013 | 80 |
| CT | 2013 | 48 |
| DC | 2013 | 22 |
| DE | 2013 | 14 |
| FL | 2013 | 244 |
| GA | 2013 | 199 |
| HI | 2013 | 0 |
| IA | 2013 | 45 |
| ID | 2013 | 21 |
| IL | 2013 | 220 |
| IN | 2013 | 115 |
| KS | 2013 | 35 |
| KY | 2013 | 56 |
| LA | 2013 | 50 |
| MA | 2013 | 66 |
| MD | 2013 | 115 |
| ME | 2013 | 10 |
| MI | 2013 | 120 |
| MN | 2013 | 77 |
| MO | 2013 | 122 |
| MS | 2013 | 39 |
| MT | 2013 | 8 |
| NC | 2013 | 189 |
| ND | 2013 | 8 |
| NE | 2013 | 27 |
| NH | 2013 | 9 |
| NJ | 2013 | 140 |
| NM | 2013 | 26 |
| NV | 2013 | 53 |
| NY | 2013 | 291 |
| OH | 2013 | 175 |
| OK | 2013 | 72 |
| OR | 2013 | 58 |
| PA | 2013 | 159 |
| RI | 2013 | 11 |
| SC | 2013 | 81 |
| SD | 2013 | 12 |
| TN | 2013 | 113 |
| TX | 2013 | 817 |
| UT | 2013 | 61 |
| VA | 2013 | 148 |
| VT | 2013 | 8 |
| WA | 2013 | 73 |
| WI | 2013 | 79 |
| WV | 2013 | 38 |
| WY | 2013 | 8 |
| AK | 2014 | 10 |
| AL | 2014 | 63 |
| AR | 2014 | 56 |
| AZ | 2014 | 123 |
| CA | 2014 | 904 |
| CO | 2014 | 90 |
| CT | 2014 | 35 |
| DC | 2014 | 17 |
| DE | 2014 | 16 |
| FL | 2014 | 262 |
| GA | 2014 | 165 |
| HI | 2014 | 11 |
| IA | 2014 | 40 |
| ID | 2014 | 20 |
| IL | 2014 | 198 |
| IN | 2014 | 99 |
| KS | 2014 | 46 |
| KY | 2014 | 66 |
| LA | 2014 | 59 |
| MA | 2014 | 56 |
| MD | 2014 | 117 |
| ME | 2014 | 8 |
| MI | 2014 | 137 |
| MN | 2014 | 77 |
| MO | 2014 | 87 |
| MS | 2014 | 40 |
| MT | 2014 | 7 |
| NC | 2014 | 176 |
| ND | 2014 | 9 |
| NE | 2014 | 31 |
| NH | 2014 | 10 |
| NJ | 2014 | 138 |
| NM | 2014 | 33 |
| NV | 2014 | 62 |
| NY | 2014 | 323 |
| OH | 2014 | 171 |
| OK | 2014 | 55 |
| OR | 2014 | 68 |
| PA | 2014 | 145 |
| RI | 2014 | 11 |
| SC | 2014 | 56 |
| SD | 2014 | 16 |
| TN | 2014 | 116 |
| TX | 2014 | 797 |
| UT | 2014 | 42 |
| VA | 2014 | 152 |
| VT | 2014 | 5 |
| WA | 2014 | 100 |
| WI | 2014 | 82 |
| WV | 2014 | 28 |
| WY | 2014 | 5 |
Code
allison_f |>
group_by(Year) |>
summarize(Total = sum(Count)) |>
ggplot(mapping = aes(x = Year,
y = Total)) +
geom_line() +
labs(y = NULL,
title = "Total Number of Allisons Born Between 1997-2014") +
scale_x_continuous(breaks = seq(1997, 2014, by = 1),
guide = guide_axis(n.dodge = 2)) +
scale_y_continuous(breaks = seq(5000, 9000, by = 1000),
limits = c(5000, 8000)) +
theme(plot.title = element_text(face = "bold",
hjust = 0.5))
Source:
https://stackoverflow.com/questions/55948425/why-is-scale-y-continuous-not-working-here-no-error-message-given
https://www.datanovia.com/en/blog/ggplot-title-subtitle-and-caption/#:~:text=Change%20the%20font%20appearance%20%28text%20size%2C%20color%20and,font%20face%20include%3A%20%E2%80%9Cplain%E2%80%9D%2C%20%E2%80%9Citalic%E2%80%9D%2C%20%E2%80%9Cbold%E2%80%9D%20and%20%E2%80%9Cbold.italic%E2%80%9D.
4 Modeling the Number of Allisons
Fit a linear model with the year as the explanatory variable, and the number of Allisons as the response. Similar to #3, each year should have one observation–the total number of Allisons born that year.
Write out the estimated regression equation.
Total Number of Allisons = 209689.8 -101.5(Year)
***Note: Year must be substituted with the actual Year (i.e. 1997, 2014, etc.)
Plot the residuals of the model, that is, the actual values minus the predicted values. Comment on the residuals - do you see any patterns?
There is slight fanning in the residuals plot with the residuals forming a concave up parabola.
The augment() function from the broom package may be helpful!
- What do you conclude from this model? Is my name not cool anymore?
We can not conclude that the name “Allison” is decreasing in popularity over the years 1997 to 2014 for babies assigned “female” at birth from this model. This is due to the slight curvature in the residuals plot that suggests that we should not use a straight line to model this data.
Code
allison_lm <- allison_f |>
group_by(Year) |>
summarize(Total = sum(Count)) |>
lm(Total ~ Year, data = _) |>
print()
Call:
lm(formula = Total ~ Year, data = summarize(group_by(allison_f,
Year), Total = sum(Count)))
Coefficients:
(Intercept) Year
209689.8 -101.5 Code
allison_lm |>
broom::augment() |>
ggplot(mapping = aes(y = .resid, x = .fitted)) +
geom_point() +
labs(x = "Fitted",
y = NULL,
title = "Residual Plot") +
scale_x_continuous(breaks = seq(5000, 7000, by = 500),
limits = c(5000, 7000)) +
scale_y_continuous(breaks = seq(-1000, 1000, by = 500),
limits = c(-1250, 1250)) +
theme(plot.title = element_text(face = "bold",
hjust = 0.5))
5 Spelling by State
In middle school I was so upset with my parents for not naming me “Allyson”. Past my pre-teen rebellion, I’m happy with my name and am impressed when baristas spell it “Allison” instead of “Alison”. But I don’t have it as bad as my good friend Allan!
- Narrow the A name dataset (downloaded previously) down to only male-assigned babies named “Allan”, “Alan”, or “Allen”. Make a plot comparing the popularity of these names over time.
It looks like you want to filter for a vector of values. What tools have you learned which can help you accomplish this task?
- In California, Allan’s spelling of his name is the least common of the three but perhaps it’s not such an unusual name for his home state of Pennsylvania. Compute the total number of babies born with each spelling of “Allan” in the year 2000, in Pennsylvania and in California. Specifically, the table should have the following qualities:
each spelling should be its own column
each state should have its own row
a
0(not anNA) should be used to represent locations where there were no instances of these names
- Convert your total counts to overall percents. That is, what was the percent breakdown between the three spellings in CA? What about in PA?
In the year 2000, 21.364% of all Male birthed babies were named some form of “Allan”, “Alan”, or “Allen” were born in California and 2.869% were born in Pennsylvania. Looking closer, in the California selection: 19.86% were named Allen, 65.34% were named Alan, and 14.785% were named Allan. In the Pennsylvania selection: 47.05% were named Allen, 42.85% were named Alan, and 1.01% were named Allan.
Code
allan_names <- names |>
filter(Gender == "M",
Name %in% c("Allan", "Alan", "Allen")) |>
rename("Sex" = "Gender") |>
print()# A tibble: 1,884 × 5
Name Year Sex State Count
<chr> <dbl> <chr> <chr> <dbl>
1 Allen 1998 M AK 5
2 Allen 1999 M AK 7
3 Allen 2003 M AK 5
4 Alan 2005 M AK 7
5 Allen 2008 M AK 5
6 Allen 2010 M AK 6
7 Allen 1997 M AL 29
8 Alan 1997 M AL 18
9 Allen 1998 M AL 22
10 Alan 1998 M AL 19
# … with 1,874 more rowsCode
allan_names |>
knitr::kable(format = "html",
col.names = c("Name",
"Year",
"Sex",
"State",
"Count"),
caption = "Frequency and Sex of 'Allen', 'Allan', and 'Alan' Individually in Each State") |>
kableExtra::kable_classic(html_font = "Arial") |>
kableExtra::kable_styling(bootstrap_options = "striped")| Name | Year | Sex | State | Count |
|---|---|---|---|---|
| Allen | 1998 | M | AK | 5 |
| Allen | 1999 | M | AK | 7 |
| Allen | 2003 | M | AK | 5 |
| Alan | 2005 | M | AK | 7 |
| Allen | 2008 | M | AK | 5 |
| Allen | 2010 | M | AK | 6 |
| Allen | 1997 | M | AL | 29 |
| Alan | 1997 | M | AL | 18 |
| Allen | 1998 | M | AL | 22 |
| Alan | 1998 | M | AL | 19 |
| Allan | 1998 | M | AL | 5 |
| Allen | 1999 | M | AL | 36 |
| Alan | 1999 | M | AL | 20 |
| Allen | 2000 | M | AL | 27 |
| Alan | 2000 | M | AL | 24 |
| Alan | 2001 | M | AL | 29 |
| Allen | 2001 | M | AL | 28 |
| Allan | 2001 | M | AL | 6 |
| Alan | 2002 | M | AL | 19 |
| Allen | 2002 | M | AL | 18 |
| Allan | 2002 | M | AL | 5 |
| Alan | 2003 | M | AL | 26 |
| Allen | 2003 | M | AL | 21 |
| Alan | 2004 | M | AL | 23 |
| Allen | 2004 | M | AL | 19 |
| Allan | 2004 | M | AL | 6 |
| Alan | 2005 | M | AL | 30 |
| Allen | 2005 | M | AL | 17 |
| Allan | 2005 | M | AL | 5 |
| Alan | 2006 | M | AL | 24 |
| Allen | 2006 | M | AL | 22 |
| Alan | 2007 | M | AL | 34 |
| Allen | 2007 | M | AL | 21 |
| Alan | 2008 | M | AL | 32 |
| Allen | 2008 | M | AL | 26 |
| Alan | 2009 | M | AL | 36 |
| Allen | 2009 | M | AL | 18 |
| Alan | 2010 | M | AL | 23 |
| Allen | 2010 | M | AL | 13 |
| Allan | 2010 | M | AL | 5 |
| Alan | 2011 | M | AL | 22 |
| Allen | 2011 | M | AL | 16 |
| Allan | 2011 | M | AL | 8 |
| Alan | 2012 | M | AL | 24 |
| Allen | 2012 | M | AL | 12 |
| Alan | 2013 | M | AL | 26 |
| Allen | 2013 | M | AL | 16 |
| Alan | 2014 | M | AL | 27 |
| Allen | 2014 | M | AL | 7 |
| Allen | 1997 | M | AR | 20 |
| Alan | 1997 | M | AR | 15 |
| Allen | 1998 | M | AR | 19 |
| Alan | 1998 | M | AR | 9 |
| Allen | 1999 | M | AR | 24 |
| Alan | 1999 | M | AR | 10 |
| Alan | 2000 | M | AR | 18 |
| Allen | 2000 | M | AR | 12 |
| Allen | 2001 | M | AR | 18 |
| Alan | 2001 | M | AR | 13 |
| Alan | 2002 | M | AR | 19 |
| Allen | 2002 | M | AR | 11 |
| Allen | 2003 | M | AR | 16 |
| Alan | 2003 | M | AR | 15 |
| Allen | 2004 | M | AR | 22 |
| Alan | 2004 | M | AR | 20 |
| Alan | 2005 | M | AR | 24 |
| Allen | 2005 | M | AR | 18 |
| Allan | 2005 | M | AR | 5 |
| Alan | 2006 | M | AR | 18 |
| Allen | 2006 | M | AR | 9 |
| Alan | 2007 | M | AR | 30 |
| Allen | 2007 | M | AR | 11 |
| Alan | 2008 | M | AR | 29 |
| Allen | 2008 | M | AR | 15 |
| Alan | 2009 | M | AR | 21 |
| Allen | 2009 | M | AR | 14 |
| Alan | 2010 | M | AR | 19 |
| Allen | 2010 | M | AR | 13 |
| Allan | 2010 | M | AR | 6 |
| Alan | 2011 | M | AR | 14 |
| Allen | 2011 | M | AR | 8 |
| Alan | 2012 | M | AR | 12 |
| Allen | 2012 | M | AR | 12 |
| Alan | 2013 | M | AR | 18 |
| Allen | 2013 | M | AR | 8 |
| Alan | 2014 | M | AR | 24 |
| Allen | 2014 | M | AR | 8 |
| Alan | 1997 | M | AZ | 64 |
| Allen | 1997 | M | AZ | 17 |
| Allan | 1997 | M | AZ | 10 |
| Alan | 1998 | M | AZ | 65 |
| Allen | 1998 | M | AZ | 18 |
| Allan | 1998 | M | AZ | 9 |
| Alan | 1999 | M | AZ | 68 |
| Allen | 1999 | M | AZ | 18 |
| Allan | 1999 | M | AZ | 13 |
| Alan | 2000 | M | AZ | 85 |
| Allen | 2000 | M | AZ | 22 |
| Allan | 2000 | M | AZ | 11 |
| Alan | 2001 | M | AZ | 93 |
| Allen | 2001 | M | AZ | 15 |
| Alan | 2002 | M | AZ | 104 |
| Allen | 2002 | M | AZ | 21 |
| Allan | 2002 | M | AZ | 11 |
| Alan | 2003 | M | AZ | 148 |
| Allen | 2003 | M | AZ | 26 |
| Allan | 2003 | M | AZ | 9 |
| Alan | 2004 | M | AZ | 128 |
| Allen | 2004 | M | AZ | 19 |
| Allan | 2004 | M | AZ | 8 |
| Alan | 2005 | M | AZ | 125 |
| Allen | 2005 | M | AZ | 18 |
| Allan | 2005 | M | AZ | 12 |
| Alan | 2006 | M | AZ | 127 |
| Allen | 2006 | M | AZ | 21 |
| Allan | 2006 | M | AZ | 13 |
| Alan | 2007 | M | AZ | 139 |
| Allen | 2007 | M | AZ | 22 |
| Allan | 2007 | M | AZ | 13 |
| Alan | 2008 | M | AZ | 109 |
| Allen | 2008 | M | AZ | 17 |
| Allan | 2008 | M | AZ | 10 |
| Alan | 2009 | M | AZ | 113 |
| Allen | 2009 | M | AZ | 16 |
| Allan | 2009 | M | AZ | 9 |
| Alan | 2010 | M | AZ | 82 |
| Allen | 2010 | M | AZ | 20 |
| Allan | 2010 | M | AZ | 8 |
| Alan | 2011 | M | AZ | 83 |
| Allen | 2011 | M | AZ | 18 |
| Allan | 2011 | M | AZ | 7 |
| Alan | 2012 | M | AZ | 65 |
| Allen | 2012 | M | AZ | 22 |
| Allan | 2012 | M | AZ | 5 |
| Alan | 2013 | M | AZ | 82 |
| Allen | 2013 | M | AZ | 14 |
| Allan | 2013 | M | AZ | 9 |
| Alan | 2014 | M | AZ | 71 |
| Allen | 2014 | M | AZ | 11 |
| Allan | 2014 | M | AZ | 7 |
| Alan | 1997 | M | CA | 493 |
| Allen | 1997 | M | CA | 191 |
| Allan | 1997 | M | CA | 121 |
| Alan | 1998 | M | CA | 494 |
| Allen | 1998 | M | CA | 157 |
| Allan | 1998 | M | CA | 100 |
| Alan | 1999 | M | CA | 523 |
| Allen | 1999 | M | CA | 153 |
| Allan | 1999 | M | CA | 115 |
| Alan | 2000 | M | CA | 579 |
| Allen | 2000 | M | CA | 176 |
| Allan | 2000 | M | CA | 131 |
| Alan | 2001 | M | CA | 606 |
| Allen | 2001 | M | CA | 219 |
| Allan | 2001 | M | CA | 106 |
| Alan | 2002 | M | CA | 636 |
| Allen | 2002 | M | CA | 251 |
| Allan | 2002 | M | CA | 131 |
| Alan | 2003 | M | CA | 765 |
| Allen | 2003 | M | CA | 214 |
| Allan | 2003 | M | CA | 162 |
| Alan | 2004 | M | CA | 712 |
| Allen | 2004 | M | CA | 221 |
| Allan | 2004 | M | CA | 136 |
| Alan | 2005 | M | CA | 765 |
| Allen | 2005 | M | CA | 190 |
| Allan | 2005 | M | CA | 111 |
| Alan | 2006 | M | CA | 840 |
| Allen | 2006 | M | CA | 187 |
| Allan | 2006 | M | CA | 131 |
| Alan | 2007 | M | CA | 732 |
| Allen | 2007 | M | CA | 190 |
| Allan | 2007 | M | CA | 114 |
| Alan | 2008 | M | CA | 749 |
| Allen | 2008 | M | CA | 177 |
| Allan | 2008 | M | CA | 106 |
| Alan | 2009 | M | CA | 654 |
| Allen | 2009 | M | CA | 176 |
| Allan | 2009 | M | CA | 116 |
| Alan | 2010 | M | CA | 581 |
| Allen | 2010 | M | CA | 164 |
| Allan | 2010 | M | CA | 93 |
| Alan | 2011 | M | CA | 541 |
| Allen | 2011 | M | CA | 163 |
| Allan | 2011 | M | CA | 78 |
| Alan | 2012 | M | CA | 569 |
| Allen | 2012 | M | CA | 152 |
| Allan | 2012 | M | CA | 74 |
| Alan | 2013 | M | CA | 624 |
| Allen | 2013 | M | CA | 161 |
| Allan | 2013 | M | CA | 75 |
| Alan | 2014 | M | CA | 607 |
| Allen | 2014 | M | CA | 199 |
| Allan | 2014 | M | CA | 59 |
| Alan | 1997 | M | CO | 36 |
| Allen | 1997 | M | CO | 14 |
| Allan | 1997 | M | CO | 5 |
| Alan | 1998 | M | CO | 40 |
| Allen | 1998 | M | CO | 10 |
| Allan | 1998 | M | CO | 8 |
| Alan | 1999 | M | CO | 47 |
| Allen | 1999 | M | CO | 20 |
| Allan | 1999 | M | CO | 10 |
| Alan | 2000 | M | CO | 51 |
| Allen | 2000 | M | CO | 14 |
| Allan | 2000 | M | CO | 5 |
| Alan | 2001 | M | CO | 67 |
| Allen | 2001 | M | CO | 12 |
| Allan | 2001 | M | CO | 10 |
| Alan | 2002 | M | CO | 69 |
| Allen | 2002 | M | CO | 18 |
| Allan | 2002 | M | CO | 6 |
| Alan | 2003 | M | CO | 82 |
| Allen | 2003 | M | CO | 15 |
| Allan | 2003 | M | CO | 7 |
| Alan | 2004 | M | CO | 90 |
| Allen | 2004 | M | CO | 13 |
| Allan | 2004 | M | CO | 7 |
| Alan | 2005 | M | CO | 78 |
| Allen | 2005 | M | CO | 14 |
| Allan | 2005 | M | CO | 6 |
| Alan | 2006 | M | CO | 82 |
| Allen | 2006 | M | CO | 10 |
| Alan | 2007 | M | CO | 74 |
| Allen | 2007 | M | CO | 10 |
| Alan | 2008 | M | CO | 76 |
| Allen | 2008 | M | CO | 17 |
| Allan | 2008 | M | CO | 10 |
| Alan | 2009 | M | CO | 63 |
| Allen | 2009 | M | CO | 10 |
| Allan | 2009 | M | CO | 5 |
| Alan | 2010 | M | CO | 61 |
| Allan | 2010 | M | CO | 7 |
| Allen | 2010 | M | CO | 7 |
| Alan | 2011 | M | CO | 60 |
| Allen | 2011 | M | CO | 11 |
| Allan | 2011 | M | CO | 5 |
| Alan | 2012 | M | CO | 46 |
| Allen | 2012 | M | CO | 6 |
| Alan | 2013 | M | CO | 59 |
| Allen | 2013 | M | CO | 10 |
| Allan | 2013 | M | CO | 5 |
| Alan | 2014 | M | CO | 46 |
| Allen | 2014 | M | CO | 11 |
| Allen | 1997 | M | CT | 14 |
| Alan | 1997 | M | CT | 12 |
| Alan | 1998 | M | CT | 16 |
| Allen | 1998 | M | CT | 11 |
| Alan | 1999 | M | CT | 15 |
| Allan | 1999 | M | CT | 11 |
| Allen | 1999 | M | CT | 6 |
| Alan | 2000 | M | CT | 14 |
| Allen | 2000 | M | CT | 12 |
| Alan | 2001 | M | CT | 12 |
| Allen | 2001 | M | CT | 10 |
| Alan | 2002 | M | CT | 17 |
| Allen | 2002 | M | CT | 11 |
| Allan | 2002 | M | CT | 6 |
| Alan | 2003 | M | CT | 12 |
| Allen | 2003 | M | CT | 8 |
| Alan | 2004 | M | CT | 15 |
| Allan | 2004 | M | CT | 5 |
| Allen | 2004 | M | CT | 5 |
| Alan | 2005 | M | CT | 17 |
| Allen | 2005 | M | CT | 10 |
| Allan | 2005 | M | CT | 6 |
| Alan | 2006 | M | CT | 15 |
| Allen | 2006 | M | CT | 12 |
| Alan | 2007 | M | CT | 13 |
| Allen | 2007 | M | CT | 7 |
| Alan | 2008 | M | CT | 12 |
| Allen | 2008 | M | CT | 11 |
| Alan | 2009 | M | CT | 21 |
| Allan | 2009 | M | CT | 6 |
| Allen | 2009 | M | CT | 6 |
| Alan | 2010 | M | CT | 9 |
| Allen | 2010 | M | CT | 9 |
| Alan | 2011 | M | CT | 13 |
| Allen | 2011 | M | CT | 8 |
| Alan | 2012 | M | CT | 13 |
| Allen | 2012 | M | CT | 6 |
| Allan | 2012 | M | CT | 5 |
| Alan | 2013 | M | CT | 20 |
| Allan | 2013 | M | CT | 5 |
| Alan | 2014 | M | CT | 20 |
| Allen | 2014 | M | CT | 6 |
| Allan | 2014 | M | CT | 5 |
| Allen | 1997 | M | DC | 6 |
| Alan | 1997 | M | DC | 5 |
| Allen | 1998 | M | DC | 6 |
| Alan | 1998 | M | DC | 5 |
| Allen | 1999 | M | DC | 6 |
| Alan | 2000 | M | DC | 6 |
| Allen | 2001 | M | DC | 7 |
| Alan | 2002 | M | DC | 8 |
| Allen | 2002 | M | DC | 5 |
| Alan | 2003 | M | DC | 5 |
| Allen | 2004 | M | DC | 10 |
| Alan | 2004 | M | DC | 7 |
| Allen | 2005 | M | DC | 7 |
| Alan | 2005 | M | DC | 5 |
| Alan | 2006 | M | DC | 9 |
| Allen | 2006 | M | DC | 5 |
| Allen | 2007 | M | DC | 10 |
| Alan | 2007 | M | DC | 7 |
| Allan | 2007 | M | DC | 6 |
| Alan | 2008 | M | DC | 7 |
| Allen | 2008 | M | DC | 5 |
| Alan | 2009 | M | DC | 8 |
| Allen | 2009 | M | DC | 8 |
| Allen | 2012 | M | DC | 7 |
| Alan | 2003 | M | DE | 15 |
| Alan | 2004 | M | DE | 11 |
| Alan | 2006 | M | DE | 7 |
| Alan | 2007 | M | DE | 9 |
| Alan | 2008 | M | DE | 10 |
| Alan | 2010 | M | DE | 9 |
| Alan | 2011 | M | DE | 8 |
| Alan | 2013 | M | DE | 6 |
| Alan | 1997 | M | FL | 84 |
| Allen | 1997 | M | FL | 57 |
| Allan | 1997 | M | FL | 29 |
| Alan | 1998 | M | FL | 105 |
| Allen | 1998 | M | FL | 77 |
| Allan | 1998 | M | FL | 27 |
| Alan | 1999 | M | FL | 84 |
| Allen | 1999 | M | FL | 54 |
| Allan | 1999 | M | FL | 28 |
| Alan | 2000 | M | FL | 97 |
| Allen | 2000 | M | FL | 78 |
| Allan | 2000 | M | FL | 33 |
| Alan | 2001 | M | FL | 100 |
| Allen | 2001 | M | FL | 64 |
| Allan | 2001 | M | FL | 27 |
| Alan | 2002 | M | FL | 102 |
| Allen | 2002 | M | FL | 67 |
| Allan | 2002 | M | FL | 34 |
| Alan | 2003 | M | FL | 113 |
| Allen | 2003 | M | FL | 82 |
| Allan | 2003 | M | FL | 43 |
| Alan | 2004 | M | FL | 133 |
| Allen | 2004 | M | FL | 69 |
| Allan | 2004 | M | FL | 40 |
| Alan | 2005 | M | FL | 135 |
| Allen | 2005 | M | FL | 59 |
| Allan | 2005 | M | FL | 40 |
| Alan | 2006 | M | FL | 145 |
| Allen | 2006 | M | FL | 54 |
| Allan | 2006 | M | FL | 37 |
| Alan | 2007 | M | FL | 143 |
| Allen | 2007 | M | FL | 74 |
| Allan | 2007 | M | FL | 35 |
| Alan | 2008 | M | FL | 114 |
| Allen | 2008 | M | FL | 61 |
| Allan | 2008 | M | FL | 32 |
| Alan | 2009 | M | FL | 102 |
| Allen | 2009 | M | FL | 62 |
| Allan | 2009 | M | FL | 29 |
| Alan | 2010 | M | FL | 123 |
| Allen | 2010 | M | FL | 58 |
| Allan | 2010 | M | FL | 20 |
| Alan | 2011 | M | FL | 98 |
| Allen | 2011 | M | FL | 43 |
| Allan | 2011 | M | FL | 33 |
| Alan | 2012 | M | FL | 103 |
| Allen | 2012 | M | FL | 56 |
| Allan | 2012 | M | FL | 23 |
| Alan | 2013 | M | FL | 115 |
| Allen | 2013 | M | FL | 52 |
| Allan | 2013 | M | FL | 28 |
| Alan | 2014 | M | FL | 112 |
| Allan | 2014 | M | FL | 38 |
| Allen | 2014 | M | FL | 38 |
| Alan | 1997 | M | GA | 71 |
| Allen | 1997 | M | GA | 45 |
| Allan | 1997 | M | GA | 9 |
| Alan | 1998 | M | GA | 57 |
| Allen | 1998 | M | GA | 43 |
| Allan | 1998 | M | GA | 7 |
| Alan | 1999 | M | GA | 63 |
| Allen | 1999 | M | GA | 52 |
| Allan | 1999 | M | GA | 12 |
| Alan | 2000 | M | GA | 79 |
| Allen | 2000 | M | GA | 42 |
| Allan | 2000 | M | GA | 5 |
| Alan | 2001 | M | GA | 82 |
| Allen | 2001 | M | GA | 45 |
| Allan | 2001 | M | GA | 11 |
| Alan | 2002 | M | GA | 97 |
| Allen | 2002 | M | GA | 42 |
| Allan | 2002 | M | GA | 15 |
| Alan | 2003 | M | GA | 104 |
| Allen | 2003 | M | GA | 38 |
| Allan | 2003 | M | GA | 24 |
| Alan | 2004 | M | GA | 125 |
| Allen | 2004 | M | GA | 44 |
| Allan | 2004 | M | GA | 20 |
| Alan | 2005 | M | GA | 121 |
| Allen | 2005 | M | GA | 46 |
| Allan | 2005 | M | GA | 25 |
| Alan | 2006 | M | GA | 149 |
| Allen | 2006 | M | GA | 30 |
| Allan | 2006 | M | GA | 19 |
| Alan | 2007 | M | GA | 138 |
| Allen | 2007 | M | GA | 43 |
| Allan | 2007 | M | GA | 24 |
| Alan | 2008 | M | GA | 121 |
| Allen | 2008 | M | GA | 38 |
| Allan | 2008 | M | GA | 21 |
| Alan | 2009 | M | GA | 107 |
| Allen | 2009 | M | GA | 36 |
| Allan | 2009 | M | GA | 12 |
| Alan | 2010 | M | GA | 84 |
| Allen | 2010 | M | GA | 32 |
| Allan | 2010 | M | GA | 13 |
| Alan | 2011 | M | GA | 89 |
| Allen | 2011 | M | GA | 42 |
| Allan | 2011 | M | GA | 5 |
| Alan | 2012 | M | GA | 62 |
| Allen | 2012 | M | GA | 32 |
| Allan | 2012 | M | GA | 10 |
| Alan | 2013 | M | GA | 66 |
| Allen | 2013 | M | GA | 36 |
| Allan | 2013 | M | GA | 15 |
| Alan | 2014 | M | GA | 72 |
| Allen | 2014 | M | GA | 24 |
| Allan | 2014 | M | GA | 9 |
| Alan | 1997 | M | HI | 5 |
| Alan | 1998 | M | HI | 8 |
| Allen | 1999 | M | HI | 7 |
| Alan | 1999 | M | HI | 5 |
| Alan | 2000 | M | HI | 8 |
| Allen | 2000 | M | HI | 7 |
| Alan | 2001 | M | HI | 5 |
| Allen | 2001 | M | HI | 5 |
| Allen | 2002 | M | HI | 6 |
| Alan | 2003 | M | HI | 7 |
| Alan | 2004 | M | HI | 11 |
| Alan | 2005 | M | HI | 7 |
| Allen | 2008 | M | HI | 5 |
| Allen | 2011 | M | HI | 5 |
| Allen | 2012 | M | HI | 7 |
| Alan | 1997 | M | IA | 13 |
| Allen | 1997 | M | IA | 10 |
| Alan | 1998 | M | IA | 15 |
| Allen | 1998 | M | IA | 11 |
| Allan | 1998 | M | IA | 6 |
| Alan | 1999 | M | IA | 24 |
| Allen | 1999 | M | IA | 9 |
| Alan | 2000 | M | IA | 12 |
| Allen | 2000 | M | IA | 9 |
| Alan | 2001 | M | IA | 15 |
| Allen | 2001 | M | IA | 9 |
| Allen | 2002 | M | IA | 16 |
| Alan | 2002 | M | IA | 12 |
| Allan | 2002 | M | IA | 5 |
| Alan | 2003 | M | IA | 12 |
| Allan | 2003 | M | IA | 5 |
| Allen | 2003 | M | IA | 5 |
| Alan | 2004 | M | IA | 18 |
| Allen | 2004 | M | IA | 12 |
| Alan | 2005 | M | IA | 17 |
| Allen | 2005 | M | IA | 10 |
| Alan | 2006 | M | IA | 27 |
| Allen | 2006 | M | IA | 8 |
| Alan | 2007 | M | IA | 21 |
| Allen | 2007 | M | IA | 11 |
| Allan | 2007 | M | IA | 7 |
| Alan | 2008 | M | IA | 15 |
| Allan | 2008 | M | IA | 6 |
| Allen | 2008 | M | IA | 5 |
| Alan | 2009 | M | IA | 21 |
| Allen | 2009 | M | IA | 10 |
| Alan | 2010 | M | IA | 10 |
| Allen | 2010 | M | IA | 7 |
| Alan | 2011 | M | IA | 15 |
| Allen | 2011 | M | IA | 14 |
| Alan | 2012 | M | IA | 12 |
| Allen | 2012 | M | IA | 6 |
| Alan | 2013 | M | IA | 19 |
| Alan | 2014 | M | IA | 13 |
| Alan | 1997 | M | ID | 10 |
| Allen | 1997 | M | ID | 6 |
| Alan | 1998 | M | ID | 10 |
| Allen | 1998 | M | ID | 6 |
| Alan | 1999 | M | ID | 11 |
| Alan | 2000 | M | ID | 8 |
| Allen | 2000 | M | ID | 6 |
| Alan | 2001 | M | ID | 6 |
| Alan | 2002 | M | ID | 8 |
| Allen | 2002 | M | ID | 6 |
| Alan | 2003 | M | ID | 9 |
| Allen | 2003 | M | ID | 5 |
| Alan | 2004 | M | ID | 10 |
| Allen | 2004 | M | ID | 5 |
| Alan | 2005 | M | ID | 16 |
| Allen | 2005 | M | ID | 7 |
| Alan | 2006 | M | ID | 16 |
| Allen | 2006 | M | ID | 5 |
| Alan | 2007 | M | ID | 9 |
| Alan | 2008 | M | ID | 12 |
| Allen | 2008 | M | ID | 5 |
| Alan | 2009 | M | ID | 12 |
| Allen | 2009 | M | ID | 6 |
| Alan | 2010 | M | ID | 6 |
| Alan | 2011 | M | ID | 9 |
| Allen | 2011 | M | ID | 6 |
| Alan | 2012 | M | ID | 10 |
| Alan | 2013 | M | ID | 9 |
| Alan | 2014 | M | ID | 7 |
| Alan | 1997 | M | IL | 89 |
| Allen | 1997 | M | IL | 44 |
| Allan | 1997 | M | IL | 18 |
| Alan | 1998 | M | IL | 100 |
| Allen | 1998 | M | IL | 53 |
| Allan | 1998 | M | IL | 32 |
| Alan | 1999 | M | IL | 97 |
| Allen | 1999 | M | IL | 40 |
| Allan | 1999 | M | IL | 24 |
| Alan | 2000 | M | IL | 114 |
| Allen | 2000 | M | IL | 60 |
| Allan | 2000 | M | IL | 14 |
| Alan | 2001 | M | IL | 134 |
| Allen | 2001 | M | IL | 67 |
| Allan | 2001 | M | IL | 24 |
| Alan | 2002 | M | IL | 117 |
| Allen | 2002 | M | IL | 61 |
| Allan | 2002 | M | IL | 18 |
| Alan | 2003 | M | IL | 172 |
| Allen | 2003 | M | IL | 51 |
| Allan | 2003 | M | IL | 28 |
| Alan | 2004 | M | IL | 187 |
| Allen | 2004 | M | IL | 46 |
| Allan | 2004 | M | IL | 20 |
| Alan | 2005 | M | IL | 169 |
| Allen | 2005 | M | IL | 43 |
| Allan | 2005 | M | IL | 26 |
| Alan | 2006 | M | IL | 174 |
| Allen | 2006 | M | IL | 42 |
| Allan | 2006 | M | IL | 23 |
| Alan | 2007 | M | IL | 169 |
| Allen | 2007 | M | IL | 43 |
| Allan | 2007 | M | IL | 19 |
| Alan | 2008 | M | IL | 173 |
| Allen | 2008 | M | IL | 27 |
| Allan | 2008 | M | IL | 15 |
| Alan | 2009 | M | IL | 162 |
| Allen | 2009 | M | IL | 37 |
| Allan | 2009 | M | IL | 20 |
| Alan | 2010 | M | IL | 136 |
| Allen | 2010 | M | IL | 39 |
| Allan | 2010 | M | IL | 20 |
| Alan | 2011 | M | IL | 128 |
| Allen | 2011 | M | IL | 39 |
| Allan | 2011 | M | IL | 11 |
| Alan | 2012 | M | IL | 109 |
| Allen | 2012 | M | IL | 39 |
| Allan | 2012 | M | IL | 16 |
| Alan | 2013 | M | IL | 141 |
| Allen | 2013 | M | IL | 31 |
| Allan | 2013 | M | IL | 19 |
| Alan | 2014 | M | IL | 128 |
| Allen | 2014 | M | IL | 36 |
| Allan | 2014 | M | IL | 11 |
| Alan | 1997 | M | IN | 39 |
| Allen | 1997 | M | IN | 36 |
| Allan | 1997 | M | IN | 6 |
| Alan | 1998 | M | IN | 41 |
| Allen | 1998 | M | IN | 27 |
| Alan | 1999 | M | IN | 53 |
| Allen | 1999 | M | IN | 22 |
| Allan | 1999 | M | IN | 10 |
| Alan | 2000 | M | IN | 38 |
| Allen | 2000 | M | IN | 25 |
| Allan | 2000 | M | IN | 13 |
| Alan | 2001 | M | IN | 52 |
| Allen | 2001 | M | IN | 28 |
| Allan | 2001 | M | IN | 10 |
| Alan | 2002 | M | IN | 39 |
| Allen | 2002 | M | IN | 28 |
| Allan | 2002 | M | IN | 7 |
| Alan | 2003 | M | IN | 41 |
| Allen | 2003 | M | IN | 38 |
| Allan | 2003 | M | IN | 6 |
| Alan | 2004 | M | IN | 40 |
| Allen | 2004 | M | IN | 27 |
| Allan | 2004 | M | IN | 9 |
| Alan | 2005 | M | IN | 50 |
| Allen | 2005 | M | IN | 25 |
| Alan | 2006 | M | IN | 58 |
| Allen | 2006 | M | IN | 25 |
| Allan | 2006 | M | IN | 5 |
| Alan | 2007 | M | IN | 53 |
| Allen | 2007 | M | IN | 21 |
| Allan | 2007 | M | IN | 5 |
| Alan | 2008 | M | IN | 48 |
| Allen | 2008 | M | IN | 27 |
| Allan | 2008 | M | IN | 7 |
| Alan | 2009 | M | IN | 54 |
| Allen | 2009 | M | IN | 29 |
| Allan | 2009 | M | IN | 6 |
| Alan | 2010 | M | IN | 47 |
| Allen | 2010 | M | IN | 18 |
| Allan | 2010 | M | IN | 8 |
| Alan | 2011 | M | IN | 28 |
| Allen | 2011 | M | IN | 25 |
| Alan | 2012 | M | IN | 35 |
| Allen | 2012 | M | IN | 11 |
| Alan | 2013 | M | IN | 33 |
| Allen | 2013 | M | IN | 28 |
| Allan | 2013 | M | IN | 5 |
| Alan | 2014 | M | IN | 25 |
| Allen | 2014 | M | IN | 15 |
| Alan | 1997 | M | KS | 17 |
| Allen | 1997 | M | KS | 8 |
| Alan | 1998 | M | KS | 17 |
| Allen | 1998 | M | KS | 11 |
| Alan | 1999 | M | KS | 9 |
| Allen | 1999 | M | KS | 9 |
| Alan | 2000 | M | KS | 14 |
| Allen | 2000 | M | KS | 10 |
| Alan | 2001 | M | KS | 25 |
| Allen | 2001 | M | KS | 13 |
| Alan | 2002 | M | KS | 28 |
| Allen | 2002 | M | KS | 12 |
| Alan | 2003 | M | KS | 27 |
| Allen | 2003 | M | KS | 12 |
| Alan | 2004 | M | KS | 28 |
| Allen | 2004 | M | KS | 11 |
| Allan | 2004 | M | KS | 8 |
| Alan | 2005 | M | KS | 33 |
| Alan | 2006 | M | KS | 35 |
| Allen | 2006 | M | KS | 9 |
| Alan | 2007 | M | KS | 32 |
| Allen | 2007 | M | KS | 14 |
| Alan | 2008 | M | KS | 27 |
| Allen | 2008 | M | KS | 11 |
| Alan | 2009 | M | KS | 25 |
| Allen | 2009 | M | KS | 8 |
| Alan | 2010 | M | KS | 26 |
| Alan | 2011 | M | KS | 20 |
| Allen | 2011 | M | KS | 8 |
| Alan | 2012 | M | KS | 20 |
| Alan | 2013 | M | KS | 21 |
| Allen | 2013 | M | KS | 9 |
| Alan | 2014 | M | KS | 17 |
| Allen | 2014 | M | KS | 8 |
| Allen | 1997 | M | KY | 19 |
| Alan | 1997 | M | KY | 12 |
| Allen | 1998 | M | KY | 22 |
| Alan | 1998 | M | KY | 12 |
| Allen | 1999 | M | KY | 26 |
| Alan | 1999 | M | KY | 11 |
| Allen | 2000 | M | KY | 15 |
| Alan | 2000 | M | KY | 13 |
| Allen | 2001 | M | KY | 21 |
| Alan | 2001 | M | KY | 20 |
| Allen | 2002 | M | KY | 15 |
| Alan | 2002 | M | KY | 14 |
| Allen | 2003 | M | KY | 19 |
| Alan | 2003 | M | KY | 17 |
| Allen | 2004 | M | KY | 13 |
| Alan | 2004 | M | KY | 12 |
| Alan | 2005 | M | KY | 20 |
| Allen | 2005 | M | KY | 12 |
| Allen | 2006 | M | KY | 23 |
| Alan | 2006 | M | KY | 17 |
| Allan | 2006 | M | KY | 7 |
| Alan | 2007 | M | KY | 20 |
| Allen | 2007 | M | KY | 13 |
| Alan | 2008 | M | KY | 16 |
| Allen | 2008 | M | KY | 16 |
| Alan | 2009 | M | KY | 24 |
| Allen | 2009 | M | KY | 12 |
| Allen | 2010 | M | KY | 17 |
| Alan | 2010 | M | KY | 13 |
| Allen | 2011 | M | KY | 13 |
| Alan | 2011 | M | KY | 12 |
| Allen | 2012 | M | KY | 9 |
| Alan | 2012 | M | KY | 8 |
| Alan | 2013 | M | KY | 18 |
| Allen | 2013 | M | KY | 18 |
| Alan | 2014 | M | KY | 20 |
| Allen | 2014 | M | KY | 9 |
| Allen | 1997 | M | LA | 45 |
| Alan | 1997 | M | LA | 19 |
| Allan | 1997 | M | LA | 8 |
| Allen | 1998 | M | LA | 28 |
| Alan | 1998 | M | LA | 25 |
| Allen | 1999 | M | LA | 36 |
| Alan | 1999 | M | LA | 13 |
| Allen | 2000 | M | LA | 30 |
| Alan | 2000 | M | LA | 18 |
| Allan | 2000 | M | LA | 5 |
| Allen | 2001 | M | LA | 39 |
| Alan | 2001 | M | LA | 13 |
| Allen | 2002 | M | LA | 36 |
| Alan | 2002 | M | LA | 10 |
| Allen | 2003 | M | LA | 19 |
| Alan | 2003 | M | LA | 14 |
| Allen | 2004 | M | LA | 27 |
| Alan | 2004 | M | LA | 17 |
| Allen | 2005 | M | LA | 32 |
| Alan | 2005 | M | LA | 16 |
| Allen | 2006 | M | LA | 25 |
| Alan | 2006 | M | LA | 24 |
| Allen | 2007 | M | LA | 25 |
| Alan | 2007 | M | LA | 20 |
| Allen | 2008 | M | LA | 20 |
| Alan | 2008 | M | LA | 5 |
| Allen | 2009 | M | LA | 18 |
| Alan | 2009 | M | LA | 15 |
| Allen | 2010 | M | LA | 18 |
| Alan | 2010 | M | LA | 14 |
| Allen | 2011 | M | LA | 18 |
| Alan | 2011 | M | LA | 14 |
| Allen | 2012 | M | LA | 23 |
| Alan | 2012 | M | LA | 16 |
| Allan | 2012 | M | LA | 5 |
| Alan | 2013 | M | LA | 10 |
| Allen | 2013 | M | LA | 10 |
| Allan | 2013 | M | LA | 7 |
| Alan | 2014 | M | LA | 15 |
| Allen | 2014 | M | LA | 12 |
| Allan | 2014 | M | LA | 5 |
| Alan | 1997 | M | MA | 44 |
| Allen | 1997 | M | MA | 22 |
| Allan | 1997 | M | MA | 7 |
| Alan | 1998 | M | MA | 28 |
| Allen | 1998 | M | MA | 18 |
| Allan | 1998 | M | MA | 8 |
| Alan | 1999 | M | MA | 33 |
| Allen | 1999 | M | MA | 16 |
| Allan | 1999 | M | MA | 13 |
| Alan | 2000 | M | MA | 35 |
| Allen | 2000 | M | MA | 16 |
| Allan | 2000 | M | MA | 8 |
| Alan | 2001 | M | MA | 27 |
| Allen | 2001 | M | MA | 17 |
| Allan | 2001 | M | MA | 13 |
| Alan | 2002 | M | MA | 30 |
| Allen | 2002 | M | MA | 15 |
| Alan | 2003 | M | MA | 25 |
| Allan | 2003 | M | MA | 18 |
| Allen | 2003 | M | MA | 17 |
| Alan | 2004 | M | MA | 25 |
| Allen | 2004 | M | MA | 14 |
| Allan | 2004 | M | MA | 5 |
| Alan | 2005 | M | MA | 41 |
| Allen | 2005 | M | MA | 20 |
| Allan | 2005 | M | MA | 9 |
| Alan | 2006 | M | MA | 27 |
| Allen | 2006 | M | MA | 16 |
| Alan | 2007 | M | MA | 24 |
| Allen | 2007 | M | MA | 13 |
| Allan | 2007 | M | MA | 5 |
| Alan | 2008 | M | MA | 31 |
| Allan | 2008 | M | MA | 8 |
| Allen | 2008 | M | MA | 7 |
| Allen | 2009 | M | MA | 16 |
| Alan | 2009 | M | MA | 15 |
| Allan | 2009 | M | MA | 11 |
| Alan | 2010 | M | MA | 24 |
| Allen | 2010 | M | MA | 7 |
| Allan | 2010 | M | MA | 5 |
| Alan | 2011 | M | MA | 24 |
| Allen | 2011 | M | MA | 14 |
| Alan | 2012 | M | MA | 25 |
| Allen | 2012 | M | MA | 7 |
| Alan | 2013 | M | MA | 15 |
| Allen | 2013 | M | MA | 12 |
| Allan | 2013 | M | MA | 5 |
| Alan | 2014 | M | MA | 32 |
| Allen | 2014 | M | MA | 9 |
| Allan | 2014 | M | MA | 6 |
| Alan | 1997 | M | MD | 27 |
| Allen | 1997 | M | MD | 22 |
| Allan | 1997 | M | MD | 7 |
| Allen | 1998 | M | MD | 24 |
| Alan | 1998 | M | MD | 20 |
| Allan | 1998 | M | MD | 10 |
| Alan | 1999 | M | MD | 28 |
| Allen | 1999 | M | MD | 25 |
| Allan | 1999 | M | MD | 9 |
| Alan | 2000 | M | MD | 23 |
| Allen | 2000 | M | MD | 15 |
| Alan | 2001 | M | MD | 32 |
| Allen | 2001 | M | MD | 27 |
| Allan | 2001 | M | MD | 10 |
| Allen | 2002 | M | MD | 25 |
| Alan | 2002 | M | MD | 15 |
| Allan | 2002 | M | MD | 5 |
| Alan | 2003 | M | MD | 32 |
| Allen | 2003 | M | MD | 24 |
| Allan | 2003 | M | MD | 5 |
| Alan | 2004 | M | MD | 41 |
| Allen | 2004 | M | MD | 21 |
| Allan | 2004 | M | MD | 9 |
| Alan | 2005 | M | MD | 32 |
| Allen | 2005 | M | MD | 25 |
| Allan | 2005 | M | MD | 6 |
| Alan | 2006 | M | MD | 40 |
| Allen | 2006 | M | MD | 20 |
| Allan | 2006 | M | MD | 9 |
| Alan | 2007 | M | MD | 39 |
| Allen | 2007 | M | MD | 14 |
| Allan | 2007 | M | MD | 5 |
| Alan | 2008 | M | MD | 30 |
| Allen | 2008 | M | MD | 21 |
| Allan | 2008 | M | MD | 7 |
| Alan | 2009 | M | MD | 35 |
| Allen | 2009 | M | MD | 16 |
| Allan | 2009 | M | MD | 14 |
| Alan | 2010 | M | MD | 24 |
| Allen | 2010 | M | MD | 16 |
| Allan | 2010 | M | MD | 6 |
| Alan | 2011 | M | MD | 22 |
| Allen | 2011 | M | MD | 15 |
| Allan | 2011 | M | MD | 8 |
| Alan | 2012 | M | MD | 22 |
| Allen | 2012 | M | MD | 17 |
| Allan | 2012 | M | MD | 5 |
| Alan | 2013 | M | MD | 22 |
| Allen | 2013 | M | MD | 14 |
| Allan | 2013 | M | MD | 6 |
| Alan | 2014 | M | MD | 32 |
| Allen | 2014 | M | MD | 12 |
| Allan | 2014 | M | MD | 6 |
| Alan | 1997 | M | ME | 12 |
| Allen | 1997 | M | ME | 8 |
| Alan | 2000 | M | ME | 7 |
| Alan | 2001 | M | ME | 6 |
| Allen | 2002 | M | ME | 5 |
| Alan | 2003 | M | ME | 7 |
| Allen | 2005 | M | ME | 5 |
| Alan | 2007 | M | ME | 7 |
| Allen | 2009 | M | ME | 7 |
| Alan | 2009 | M | ME | 5 |
| Alan | 1997 | M | MI | 61 |
| Allen | 1997 | M | MI | 49 |
| Allan | 1997 | M | MI | 9 |
| Alan | 1998 | M | MI | 58 |
| Allen | 1998 | M | MI | 52 |
| Allan | 1998 | M | MI | 17 |
| Allen | 1999 | M | MI | 52 |
| Alan | 1999 | M | MI | 46 |
| Allan | 1999 | M | MI | 11 |
| Allen | 2000 | M | MI | 64 |
| Alan | 2000 | M | MI | 55 |
| Allan | 2000 | M | MI | 16 |
| Alan | 2001 | M | MI | 60 |
| Allen | 2001 | M | MI | 50 |
| Allan | 2001 | M | MI | 11 |
| Alan | 2002 | M | MI | 46 |
| Allen | 2002 | M | MI | 42 |
| Allan | 2002 | M | MI | 7 |
| Alan | 2003 | M | MI | 51 |
| Allen | 2003 | M | MI | 37 |
| Allan | 2003 | M | MI | 10 |
| Alan | 2004 | M | MI | 43 |
| Allen | 2004 | M | MI | 41 |
| Allan | 2004 | M | MI | 10 |
| Alan | 2005 | M | MI | 51 |
| Allen | 2005 | M | MI | 33 |
| Allan | 2005 | M | MI | 19 |
| Alan | 2006 | M | MI | 53 |
| Allen | 2006 | M | MI | 30 |
| Allan | 2006 | M | MI | 9 |
| Alan | 2007 | M | MI | 51 |
| Allen | 2007 | M | MI | 41 |
| Allan | 2007 | M | MI | 12 |
| Alan | 2008 | M | MI | 40 |
| Allen | 2008 | M | MI | 37 |
| Allan | 2008 | M | MI | 9 |
| Alan | 2009 | M | MI | 32 |
| Allen | 2009 | M | MI | 28 |
| Allan | 2009 | M | MI | 7 |
| Allen | 2010 | M | MI | 37 |
| Alan | 2010 | M | MI | 31 |
| Allan | 2010 | M | MI | 12 |
| Alan | 2011 | M | MI | 40 |
| Allen | 2011 | M | MI | 25 |
| Allan | 2011 | M | MI | 9 |
| Alan | 2012 | M | MI | 41 |
| Allen | 2012 | M | MI | 23 |
| Allan | 2012 | M | MI | 5 |
| Alan | 2013 | M | MI | 33 |
| Allen | 2013 | M | MI | 22 |
| Allan | 2013 | M | MI | 6 |
| Alan | 2014 | M | MI | 38 |
| Allen | 2014 | M | MI | 21 |
| Allan | 2014 | M | MI | 8 |
| Alan | 1997 | M | MN | 25 |
| Allen | 1997 | M | MN | 24 |
| Allan | 1997 | M | MN | 5 |
| Alan | 1998 | M | MN | 23 |
| Allen | 1998 | M | MN | 17 |
| Allan | 1998 | M | MN | 9 |
| Alan | 1999 | M | MN | 29 |
| Allen | 1999 | M | MN | 17 |
| Allen | 2000 | M | MN | 28 |
| Alan | 2000 | M | MN | 25 |
| Alan | 2001 | M | MN | 23 |
| Allen | 2001 | M | MN | 11 |
| Allan | 2001 | M | MN | 7 |
| Alan | 2002 | M | MN | 29 |
| Allen | 2002 | M | MN | 20 |
| Alan | 2003 | M | MN | 30 |
| Allan | 2003 | M | MN | 10 |
| Allen | 2003 | M | MN | 9 |
| Alan | 2004 | M | MN | 30 |
| Allen | 2004 | M | MN | 22 |
| Allan | 2004 | M | MN | 8 |
| Alan | 2005 | M | MN | 37 |
| Allen | 2005 | M | MN | 19 |
| Allan | 2005 | M | MN | 5 |
| Alan | 2006 | M | MN | 42 |
| Allen | 2006 | M | MN | 10 |
| Allan | 2006 | M | MN | 8 |
| Alan | 2007 | M | MN | 31 |
| Allen | 2007 | M | MN | 18 |
| Allan | 2007 | M | MN | 6 |
| Alan | 2008 | M | MN | 27 |
| Allen | 2008 | M | MN | 14 |
| Allan | 2008 | M | MN | 6 |
| Alan | 2009 | M | MN | 34 |
| Allen | 2009 | M | MN | 18 |
| Allan | 2009 | M | MN | 6 |
| Allen | 2010 | M | MN | 15 |
| Alan | 2010 | M | MN | 14 |
| Allan | 2010 | M | MN | 6 |
| Alan | 2011 | M | MN | 23 |
| Allen | 2011 | M | MN | 17 |
| Allan | 2011 | M | MN | 5 |
| Alan | 2012 | M | MN | 23 |
| Allen | 2012 | M | MN | 11 |
| Allan | 2012 | M | MN | 6 |
| Alan | 2013 | M | MN | 31 |
| Allen | 2013 | M | MN | 9 |
| Allan | 2013 | M | MN | 5 |
| Alan | 2014 | M | MN | 17 |
| Allen | 2014 | M | MN | 13 |
| Allan | 2014 | M | MN | 5 |
| Allen | 1997 | M | MO | 31 |
| Alan | 1997 | M | MO | 25 |
| Allan | 1997 | M | MO | 6 |
| Alan | 1998 | M | MO | 29 |
| Allen | 1998 | M | MO | 24 |
| Allan | 1998 | M | MO | 7 |
| Allen | 1999 | M | MO | 35 |
| Alan | 1999 | M | MO | 28 |
| Allen | 2000 | M | MO | 26 |
| Alan | 2000 | M | MO | 20 |
| Allan | 2000 | M | MO | 8 |
| Alan | 2001 | M | MO | 31 |
| Allen | 2001 | M | MO | 19 |
| Allan | 2001 | M | MO | 8 |
| Allen | 2002 | M | MO | 20 |
| Alan | 2002 | M | MO | 16 |
| Alan | 2003 | M | MO | 22 |
| Allen | 2003 | M | MO | 16 |
| Alan | 2004 | M | MO | 31 |
| Allen | 2004 | M | MO | 29 |
| Allan | 2004 | M | MO | 9 |
| Alan | 2005 | M | MO | 23 |
| Allen | 2005 | M | MO | 20 |
| Allen | 2006 | M | MO | 28 |
| Alan | 2006 | M | MO | 24 |
| Alan | 2007 | M | MO | 34 |
| Allen | 2007 | M | MO | 18 |
| Allen | 2008 | M | MO | 27 |
| Alan | 2008 | M | MO | 22 |
| Allan | 2008 | M | MO | 6 |
| Alan | 2009 | M | MO | 30 |
| Allen | 2009 | M | MO | 13 |
| Alan | 2010 | M | MO | 18 |
| Allen | 2010 | M | MO | 17 |
| Allan | 2010 | M | MO | 5 |
| Allen | 2011 | M | MO | 18 |
| Alan | 2011 | M | MO | 14 |
| Alan | 2012 | M | MO | 16 |
| Allen | 2012 | M | MO | 16 |
| Alan | 2013 | M | MO | 19 |
| Allen | 2013 | M | MO | 15 |
| Alan | 2014 | M | MO | 19 |
| Allen | 2014 | M | MO | 9 |
| Allen | 1997 | M | MS | 17 |
| Alan | 1997 | M | MS | 6 |
| Allen | 1998 | M | MS | 12 |
| Alan | 1998 | M | MS | 9 |
| Allen | 1999 | M | MS | 20 |
| Alan | 1999 | M | MS | 9 |
| Allen | 2000 | M | MS | 19 |
| Alan | 2000 | M | MS | 8 |
| Allen | 2001 | M | MS | 20 |
| Alan | 2001 | M | MS | 10 |
| Alan | 2002 | M | MS | 10 |
| Allen | 2002 | M | MS | 10 |
| Allen | 2003 | M | MS | 22 |
| Alan | 2003 | M | MS | 8 |
| Allen | 2004 | M | MS | 19 |
| Alan | 2004 | M | MS | 9 |
| Allen | 2005 | M | MS | 19 |
| Alan | 2005 | M | MS | 17 |
| Allen | 2006 | M | MS | 18 |
| Alan | 2006 | M | MS | 14 |
| Allen | 2007 | M | MS | 19 |
| Alan | 2007 | M | MS | 14 |
| Alan | 2008 | M | MS | 14 |
| Allen | 2008 | M | MS | 14 |
| Alan | 2009 | M | MS | 8 |
| Allen | 2009 | M | MS | 8 |
| Allen | 2010 | M | MS | 12 |
| Alan | 2010 | M | MS | 9 |
| Alan | 2011 | M | MS | 10 |
| Allen | 2011 | M | MS | 9 |
| Allen | 2012 | M | MS | 11 |
| Alan | 2012 | M | MS | 8 |
| Allen | 2013 | M | MS | 11 |
| Allen | 2014 | M | MS | 8 |
| Alan | 2014 | M | MS | 7 |
| Allen | 1999 | M | MT | 6 |
| Alan | 2013 | M | MT | 5 |
| Allen | 1997 | M | NC | 46 |
| Alan | 1997 | M | NC | 33 |
| Allan | 1997 | M | NC | 6 |
| Allen | 1998 | M | NC | 51 |
| Alan | 1998 | M | NC | 48 |
| Allan | 1998 | M | NC | 7 |
| Alan | 1999 | M | NC | 51 |
| Allen | 1999 | M | NC | 44 |
| Allan | 1999 | M | NC | 15 |
| Alan | 2000 | M | NC | 70 |
| Allen | 2000 | M | NC | 56 |
| Allan | 2000 | M | NC | 16 |
| Alan | 2001 | M | NC | 66 |
| Allen | 2001 | M | NC | 39 |
| Allan | 2001 | M | NC | 14 |
| Alan | 2002 | M | NC | 74 |
| Allen | 2002 | M | NC | 43 |
| Allan | 2002 | M | NC | 11 |
| Alan | 2003 | M | NC | 87 |
| Allen | 2003 | M | NC | 51 |
| Allan | 2003 | M | NC | 15 |
| Alan | 2004 | M | NC | 95 |
| Allen | 2004 | M | NC | 36 |
| Allan | 2004 | M | NC | 16 |
| Alan | 2005 | M | NC | 97 |
| Allen | 2005 | M | NC | 37 |
| Allan | 2005 | M | NC | 15 |
| Alan | 2006 | M | NC | 128 |
| Allen | 2006 | M | NC | 41 |
| Allan | 2006 | M | NC | 13 |
| Alan | 2007 | M | NC | 99 |
| Allen | 2007 | M | NC | 32 |
| Allan | 2007 | M | NC | 12 |
| Alan | 2008 | M | NC | 86 |
| Allen | 2008 | M | NC | 31 |
| Allan | 2008 | M | NC | 15 |
| Alan | 2009 | M | NC | 88 |
| Allen | 2009 | M | NC | 35 |
| Allan | 2009 | M | NC | 15 |
| Alan | 2010 | M | NC | 73 |
| Allen | 2010 | M | NC | 28 |
| Allan | 2010 | M | NC | 11 |
| Alan | 2011 | M | NC | 61 |
| Allen | 2011 | M | NC | 29 |
| Allan | 2011 | M | NC | 11 |
| Alan | 2012 | M | NC | 65 |
| Allen | 2012 | M | NC | 28 |
| Allan | 2012 | M | NC | 6 |
| Alan | 2013 | M | NC | 85 |
| Allen | 2013 | M | NC | 30 |
| Allan | 2013 | M | NC | 8 |
| Alan | 2014 | M | NC | 71 |
| Allen | 2014 | M | NC | 25 |
| Allan | 2014 | M | NC | 9 |
| Alan | 1997 | M | ND | 5 |
| Alan | 2013 | M | ND | 5 |
| Alan | 1997 | M | NE | 7 |
| Allen | 1997 | M | NE | 5 |
| Allen | 1998 | M | NE | 10 |
| Alan | 1998 | M | NE | 7 |
| Alan | 1999 | M | NE | 10 |
| Allen | 1999 | M | NE | 6 |
| Alan | 2000 | M | NE | 7 |
| Alan | 2001 | M | NE | 10 |
| Allen | 2001 | M | NE | 5 |
| Alan | 2002 | M | NE | 10 |
| Allen | 2002 | M | NE | 9 |
| Alan | 2003 | M | NE | 6 |
| Allen | 2003 | M | NE | 5 |
| Alan | 2004 | M | NE | 7 |
| Alan | 2005 | M | NE | 11 |
| Allen | 2005 | M | NE | 6 |
| Allan | 2005 | M | NE | 5 |
| Alan | 2006 | M | NE | 16 |
| Allen | 2006 | M | NE | 5 |
| Alan | 2007 | M | NE | 16 |
| Allen | 2007 | M | NE | 11 |
| Allen | 2008 | M | NE | 11 |
| Alan | 2008 | M | NE | 7 |
| Alan | 2009 | M | NE | 22 |
| Alan | 2010 | M | NE | 14 |
| Alan | 2011 | M | NE | 13 |
| Allen | 2011 | M | NE | 5 |
| Alan | 2012 | M | NE | 20 |
| Alan | 2013 | M | NE | 13 |
| Alan | 2014 | M | NE | 11 |
| Allen | 2014 | M | NE | 6 |
| Alan | 1997 | M | NH | 9 |
| Allen | 1997 | M | NH | 5 |
| Alan | 1999 | M | NH | 5 |
| Alan | 2000 | M | NH | 5 |
| Alan | 2001 | M | NH | 7 |
| Alan | 2003 | M | NH | 5 |
| Alan | 2004 | M | NH | 5 |
| Alan | 2005 | M | NH | 9 |
| Alan | 2006 | M | NH | 8 |
| Alan | 2014 | M | NH | 6 |
| Alan | 1997 | M | NJ | 49 |
| Allen | 1997 | M | NJ | 24 |
| Allan | 1997 | M | NJ | 17 |
| Alan | 1998 | M | NJ | 45 |
| Allen | 1998 | M | NJ | 28 |
| Allan | 1998 | M | NJ | 11 |
| Alan | 1999 | M | NJ | 52 |
| Allen | 1999 | M | NJ | 30 |
| Allan | 1999 | M | NJ | 16 |
| Alan | 2000 | M | NJ | 66 |
| Allen | 2000 | M | NJ | 28 |
| Allan | 2000 | M | NJ | 9 |
| Alan | 2001 | M | NJ | 56 |
| Allen | 2001 | M | NJ | 34 |
| Allan | 2001 | M | NJ | 14 |
| Alan | 2002 | M | NJ | 69 |
| Allen | 2002 | M | NJ | 27 |
| Allan | 2002 | M | NJ | 16 |
| Alan | 2003 | M | NJ | 65 |
| Allen | 2003 | M | NJ | 36 |
| Allan | 2003 | M | NJ | 23 |
| Alan | 2004 | M | NJ | 56 |
| Allan | 2004 | M | NJ | 28 |
| Allen | 2004 | M | NJ | 28 |
| Alan | 2005 | M | NJ | 62 |
| Allan | 2005 | M | NJ | 24 |
| Allen | 2005 | M | NJ | 23 |
| Alan | 2006 | M | NJ | 65 |
| Allen | 2006 | M | NJ | 20 |
| Allan | 2006 | M | NJ | 16 |
| Alan | 2007 | M | NJ | 60 |
| Allan | 2007 | M | NJ | 22 |
| Allen | 2007 | M | NJ | 18 |
| Alan | 2008 | M | NJ | 65 |
| Allen | 2008 | M | NJ | 24 |
| Allan | 2008 | M | NJ | 13 |
| Alan | 2009 | M | NJ | 78 |
| Allen | 2009 | M | NJ | 25 |
| Allan | 2009 | M | NJ | 16 |
| Alan | 2010 | M | NJ | 66 |
| Allen | 2010 | M | NJ | 16 |
| Allan | 2010 | M | NJ | 8 |
| Alan | 2011 | M | NJ | 65 |
| Allen | 2011 | M | NJ | 23 |
| Allan | 2011 | M | NJ | 12 |
| Alan | 2012 | M | NJ | 62 |
| Allen | 2012 | M | NJ | 13 |
| Allan | 2012 | M | NJ | 11 |
| Alan | 2013 | M | NJ | 60 |
| Allan | 2013 | M | NJ | 17 |
| Allen | 2013 | M | NJ | 15 |
| Alan | 2014 | M | NJ | 69 |
| Allen | 2014 | M | NJ | 20 |
| Allan | 2014 | M | NJ | 15 |
| Alan | 1997 | M | NM | 16 |
| Alan | 1998 | M | NM | 20 |
| Allen | 1998 | M | NM | 6 |
| Allan | 1998 | M | NM | 5 |
| Alan | 1999 | M | NM | 24 |
| Allen | 1999 | M | NM | 12 |
| Allan | 1999 | M | NM | 5 |
| Alan | 2000 | M | NM | 20 |
| Allen | 2000 | M | NM | 9 |
| Alan | 2001 | M | NM | 23 |
| Allen | 2001 | M | NM | 7 |
| Alan | 2002 | M | NM | 20 |
| Allen | 2002 | M | NM | 6 |
| Alan | 2003 | M | NM | 24 |
| Allen | 2003 | M | NM | 10 |
| Alan | 2004 | M | NM | 17 |
| Allen | 2004 | M | NM | 5 |
| Alan | 2005 | M | NM | 30 |
| Allen | 2005 | M | NM | 7 |
| Alan | 2006 | M | NM | 34 |
| Allen | 2006 | M | NM | 12 |
| Allan | 2006 | M | NM | 7 |
| Alan | 2007 | M | NM | 31 |
| Allen | 2007 | M | NM | 8 |
| Alan | 2008 | M | NM | 25 |
| Allen | 2008 | M | NM | 5 |
| Alan | 2009 | M | NM | 20 |
| Allen | 2009 | M | NM | 5 |
| Alan | 2010 | M | NM | 18 |
| Alan | 2011 | M | NM | 22 |
| Alan | 2012 | M | NM | 22 |
| Allen | 2012 | M | NM | 5 |
| Alan | 2013 | M | NM | 22 |
| Allen | 2013 | M | NM | 9 |
| Alan | 2014 | M | NM | 15 |
| Allen | 2014 | M | NM | 7 |
| Alan | 1997 | M | NV | 21 |
| Allen | 1997 | M | NV | 7 |
| Alan | 1998 | M | NV | 19 |
| Allen | 1998 | M | NV | 14 |
| Alan | 1999 | M | NV | 28 |
| Allen | 1999 | M | NV | 13 |
| Allan | 1999 | M | NV | 10 |
| Alan | 2000 | M | NV | 29 |
| Allen | 2000 | M | NV | 10 |
| Allan | 2000 | M | NV | 8 |
| Alan | 2001 | M | NV | 41 |
| Allen | 2001 | M | NV | 15 |
| Allan | 2001 | M | NV | 5 |
| Alan | 2002 | M | NV | 38 |
| Allan | 2002 | M | NV | 9 |
| Allen | 2002 | M | NV | 8 |
| Alan | 2003 | M | NV | 41 |
| Allen | 2003 | M | NV | 10 |
| Allan | 2003 | M | NV | 7 |
| Alan | 2004 | M | NV | 35 |
| Allen | 2004 | M | NV | 14 |
| Allan | 2004 | M | NV | 9 |
| Alan | 2005 | M | NV | 55 |
| Allen | 2005 | M | NV | 7 |
| Alan | 2006 | M | NV | 57 |
| Allen | 2006 | M | NV | 8 |
| Allan | 2006 | M | NV | 6 |
| Alan | 2007 | M | NV | 57 |
| Allen | 2007 | M | NV | 13 |
| Allan | 2007 | M | NV | 6 |
| Alan | 2008 | M | NV | 47 |
| Allen | 2008 | M | NV | 7 |
| Allan | 2008 | M | NV | 6 |
| Alan | 2009 | M | NV | 46 |
| Allen | 2009 | M | NV | 6 |
| Allan | 2009 | M | NV | 5 |
| Alan | 2010 | M | NV | 37 |
| Alan | 2011 | M | NV | 19 |
| Allen | 2011 | M | NV | 9 |
| Alan | 2012 | M | NV | 32 |
| Allen | 2012 | M | NV | 12 |
| Alan | 2013 | M | NV | 30 |
| Allan | 2013 | M | NV | 6 |
| Alan | 2014 | M | NV | 31 |
| Allen | 2014 | M | NV | 5 |
| Alan | 1997 | M | NY | 134 |
| Allen | 1997 | M | NY | 101 |
| Allan | 1997 | M | NY | 61 |
| Alan | 1998 | M | NY | 129 |
| Allen | 1998 | M | NY | 84 |
| Allan | 1998 | M | NY | 54 |
| Alan | 1999 | M | NY | 118 |
| Allen | 1999 | M | NY | 85 |
| Allan | 1999 | M | NY | 53 |
| Alan | 2000 | M | NY | 131 |
| Allen | 2000 | M | NY | 80 |
| Allan | 2000 | M | NY | 43 |
| Alan | 2001 | M | NY | 140 |
| Allen | 2001 | M | NY | 84 |
| Allan | 2001 | M | NY | 51 |
| Alan | 2002 | M | NY | 160 |
| Allen | 2002 | M | NY | 109 |
| Allan | 2002 | M | NY | 46 |
| Alan | 2003 | M | NY | 192 |
| Allen | 2003 | M | NY | 94 |
| Allan | 2003 | M | NY | 61 |
| Alan | 2004 | M | NY | 167 |
| Allen | 2004 | M | NY | 101 |
| Allan | 2004 | M | NY | 56 |
| Alan | 2005 | M | NY | 146 |
| Allen | 2005 | M | NY | 85 |
| Allan | 2005 | M | NY | 53 |
| Alan | 2006 | M | NY | 159 |
| Allen | 2006 | M | NY | 80 |
| Allan | 2006 | M | NY | 28 |
| Alan | 2007 | M | NY | 162 |
| Allen | 2007 | M | NY | 80 |
| Allan | 2007 | M | NY | 41 |
| Alan | 2008 | M | NY | 159 |
| Allen | 2008 | M | NY | 80 |
| Allan | 2008 | M | NY | 28 |
| Alan | 2009 | M | NY | 146 |
| Allen | 2009 | M | NY | 66 |
| Allan | 2009 | M | NY | 36 |
| Alan | 2010 | M | NY | 142 |
| Allen | 2010 | M | NY | 74 |
| Allan | 2010 | M | NY | 34 |
| Alan | 2011 | M | NY | 141 |
| Allen | 2011 | M | NY | 75 |
| Allan | 2011 | M | NY | 31 |
| Alan | 2012 | M | NY | 137 |
| Allen | 2012 | M | NY | 85 |
| Allan | 2012 | M | NY | 35 |
| Alan | 2013 | M | NY | 159 |
| Allen | 2013 | M | NY | 64 |
| Allan | 2013 | M | NY | 27 |
| Alan | 2014 | M | NY | 147 |
| Allen | 2014 | M | NY | 50 |
| Allan | 2014 | M | NY | 26 |
| Allen | 1997 | M | OH | 80 |
| Alan | 1997 | M | OH | 65 |
| Allan | 1997 | M | OH | 12 |
| Allen | 1998 | M | OH | 64 |
| Alan | 1998 | M | OH | 60 |
| Allan | 1998 | M | OH | 18 |
| Allen | 1999 | M | OH | 61 |
| Alan | 1999 | M | OH | 48 |
| Allan | 1999 | M | OH | 8 |
| Allen | 2000 | M | OH | 79 |
| Alan | 2000 | M | OH | 64 |
| Allan | 2000 | M | OH | 10 |
| Allen | 2001 | M | OH | 70 |
| Alan | 2001 | M | OH | 51 |
| Allan | 2001 | M | OH | 11 |
| Allen | 2002 | M | OH | 60 |
| Alan | 2002 | M | OH | 44 |
| Allan | 2002 | M | OH | 8 |
| Allen | 2003 | M | OH | 71 |
| Alan | 2003 | M | OH | 54 |
| Allan | 2003 | M | OH | 10 |
| Allen | 2004 | M | OH | 55 |
| Alan | 2004 | M | OH | 53 |
| Allan | 2004 | M | OH | 14 |
| Alan | 2005 | M | OH | 64 |
| Allen | 2005 | M | OH | 43 |
| Alan | 2006 | M | OH | 58 |
| Allen | 2006 | M | OH | 50 |
| Allan | 2006 | M | OH | 14 |
| Allen | 2007 | M | OH | 59 |
| Alan | 2007 | M | OH | 54 |
| Allan | 2007 | M | OH | 10 |
| Allen | 2008 | M | OH | 49 |
| Alan | 2008 | M | OH | 40 |
| Allan | 2008 | M | OH | 8 |
| Alan | 2009 | M | OH | 43 |
| Allen | 2009 | M | OH | 38 |
| Allan | 2009 | M | OH | 11 |
| Allen | 2010 | M | OH | 45 |
| Alan | 2010 | M | OH | 41 |
| Allan | 2010 | M | OH | 6 |
| Allen | 2011 | M | OH | 36 |
| Alan | 2011 | M | OH | 35 |
| Allan | 2011 | M | OH | 7 |
| Allen | 2012 | M | OH | 51 |
| Alan | 2012 | M | OH | 25 |
| Allan | 2012 | M | OH | 5 |
| Alan | 2013 | M | OH | 43 |
| Allen | 2013 | M | OH | 41 |
| Allan | 2013 | M | OH | 7 |
| Allen | 2014 | M | OH | 38 |
| Alan | 2014 | M | OH | 33 |
| Allan | 2014 | M | OH | 7 |
| Alan | 1997 | M | OK | 27 |
| Allen | 1997 | M | OK | 16 |
| Alan | 1998 | M | OK | 14 |
| Allen | 1998 | M | OK | 13 |
| Alan | 1999 | M | OK | 21 |
| Allen | 1999 | M | OK | 12 |
| Alan | 2000 | M | OK | 18 |
| Allen | 2000 | M | OK | 16 |
| Alan | 2001 | M | OK | 21 |
| Allen | 2001 | M | OK | 17 |
| Alan | 2002 | M | OK | 25 |
| Allen | 2002 | M | OK | 12 |
| Alan | 2003 | M | OK | 29 |
| Allen | 2003 | M | OK | 11 |
| Alan | 2004 | M | OK | 27 |
| Allen | 2004 | M | OK | 25 |
| Alan | 2005 | M | OK | 35 |
| Allen | 2005 | M | OK | 11 |
| Allan | 2005 | M | OK | 6 |
| Alan | 2006 | M | OK | 34 |
| Allen | 2006 | M | OK | 18 |
| Allan | 2006 | M | OK | 6 |
| Alan | 2007 | M | OK | 37 |
| Allen | 2007 | M | OK | 12 |
| Allan | 2007 | M | OK | 6 |
| Alan | 2008 | M | OK | 29 |
| Allen | 2008 | M | OK | 12 |
| Alan | 2009 | M | OK | 29 |
| Allen | 2009 | M | OK | 10 |
| Allan | 2009 | M | OK | 7 |
| Alan | 2010 | M | OK | 29 |
| Allen | 2010 | M | OK | 11 |
| Alan | 2011 | M | OK | 21 |
| Allen | 2011 | M | OK | 15 |
| Alan | 2012 | M | OK | 26 |
| Allan | 2012 | M | OK | 5 |
| Allen | 2012 | M | OK | 5 |
| Alan | 2013 | M | OK | 38 |
| Allen | 2013 | M | OK | 13 |
| Allan | 2013 | M | OK | 9 |
| Alan | 2014 | M | OK | 25 |
| Allen | 2014 | M | OK | 14 |
| Alan | 1997 | M | OR | 21 |
| Allen | 1997 | M | OR | 10 |
| Allan | 1997 | M | OR | 5 |
| Alan | 1998 | M | OR | 23 |
| Allen | 1998 | M | OR | 15 |
| Allan | 1998 | M | OR | 5 |
| Alan | 1999 | M | OR | 34 |
| Allen | 1999 | M | OR | 8 |
| Alan | 2000 | M | OR | 20 |
| Allen | 2000 | M | OR | 14 |
| Alan | 2001 | M | OR | 28 |
| Allen | 2001 | M | OR | 13 |
| Allan | 2001 | M | OR | 7 |
| Alan | 2002 | M | OR | 32 |
| Allen | 2002 | M | OR | 12 |
| Alan | 2003 | M | OR | 32 |
| Allan | 2003 | M | OR | 12 |
| Allen | 2003 | M | OR | 10 |
| Alan | 2004 | M | OR | 27 |
| Allen | 2004 | M | OR | 13 |
| Allan | 2004 | M | OR | 8 |
| Alan | 2005 | M | OR | 42 |
| Allen | 2005 | M | OR | 13 |
| Allan | 2005 | M | OR | 5 |
| Alan | 2006 | M | OR | 40 |
| Allen | 2006 | M | OR | 22 |
| Allan | 2006 | M | OR | 9 |
| Alan | 2007 | M | OR | 42 |
| Allen | 2007 | M | OR | 13 |
| Allan | 2007 | M | OR | 7 |
| Alan | 2008 | M | OR | 36 |
| Allen | 2008 | M | OR | 7 |
| Alan | 2009 | M | OR | 29 |
| Alan | 2010 | M | OR | 29 |
| Allan | 2010 | M | OR | 6 |
| Allen | 2010 | M | OR | 5 |
| Alan | 2011 | M | OR | 36 |
| Allen | 2011 | M | OR | 10 |
| Allan | 2011 | M | OR | 8 |
| Alan | 2012 | M | OR | 12 |
| Allen | 2012 | M | OR | 8 |
| Allan | 2012 | M | OR | 6 |
| Alan | 2013 | M | OR | 36 |
| Allen | 2013 | M | OR | 9 |
| Alan | 2014 | M | OR | 31 |
| Allen | 2014 | M | OR | 5 |
| Allen | 1997 | M | PA | 61 |
| Alan | 1997 | M | PA | 58 |
| Allan | 1997 | M | PA | 15 |
| Allen | 1998 | M | PA | 63 |
| Alan | 1998 | M | PA | 54 |
| Allan | 1998 | M | PA | 15 |
| Alan | 1999 | M | PA | 56 |
| Allen | 1999 | M | PA | 56 |
| Allan | 1999 | M | PA | 9 |
| Allen | 2000 | M | PA | 56 |
| Alan | 2000 | M | PA | 51 |
| Allan | 2000 | M | PA | 12 |
| Allen | 2001 | M | PA | 57 |
| Alan | 2001 | M | PA | 50 |
| Allan | 2001 | M | PA | 9 |
| Allen | 2002 | M | PA | 47 |
| Alan | 2002 | M | PA | 43 |
| Allan | 2002 | M | PA | 12 |
| Allen | 2003 | M | PA | 52 |
| Alan | 2003 | M | PA | 49 |
| Allan | 2003 | M | PA | 13 |
| Allen | 2004 | M | PA | 52 |
| Alan | 2004 | M | PA | 46 |
| Allan | 2004 | M | PA | 12 |
| Allen | 2005 | M | PA | 64 |
| Alan | 2005 | M | PA | 41 |
| Allan | 2005 | M | PA | 18 |
| Allen | 2006 | M | PA | 68 |
| Alan | 2006 | M | PA | 57 |
| Allan | 2006 | M | PA | 10 |
| Allen | 2007 | M | PA | 52 |
| Alan | 2007 | M | PA | 51 |
| Allan | 2007 | M | PA | 14 |
| Allen | 2008 | M | PA | 48 |
| Alan | 2008 | M | PA | 47 |
| Allan | 2008 | M | PA | 13 |
| Allen | 2009 | M | PA | 46 |
| Alan | 2009 | M | PA | 42 |
| Allan | 2009 | M | PA | 17 |
| Alan | 2010 | M | PA | 41 |
| Allen | 2010 | M | PA | 36 |
| Allan | 2010 | M | PA | 6 |
| Allen | 2011 | M | PA | 53 |
| Alan | 2011 | M | PA | 40 |
| Allan | 2011 | M | PA | 6 |
| Allen | 2012 | M | PA | 47 |
| Alan | 2012 | M | PA | 40 |
| Allan | 2012 | M | PA | 6 |
| Alan | 2013 | M | PA | 46 |
| Allen | 2013 | M | PA | 45 |
| Allan | 2013 | M | PA | 11 |
| Alan | 2014 | M | PA | 38 |
| Allen | 2014 | M | PA | 38 |
| Allan | 2014 | M | PA | 8 |
| Alan | 1999 | M | RI | 6 |
| Alan | 2000 | M | RI | 6 |
| Allen | 2001 | M | RI | 7 |
| Allen | 2002 | M | RI | 6 |
| Alan | 2003 | M | RI | 7 |
| Allen | 2005 | M | RI | 5 |
| Alan | 2006 | M | RI | 10 |
| Alan | 2007 | M | RI | 6 |
| Allen | 1997 | M | SC | 29 |
| Alan | 1997 | M | SC | 18 |
| Allen | 1998 | M | SC | 28 |
| Alan | 1998 | M | SC | 14 |
| Allen | 1999 | M | SC | 28 |
| Alan | 1999 | M | SC | 20 |
| Allen | 2000 | M | SC | 22 |
| Alan | 2000 | M | SC | 15 |
| Allen | 2001 | M | SC | 23 |
| Alan | 2001 | M | SC | 20 |
| Alan | 2002 | M | SC | 25 |
| Allen | 2002 | M | SC | 21 |
| Allan | 2002 | M | SC | 6 |
| Allen | 2003 | M | SC | 26 |
| Alan | 2003 | M | SC | 25 |
| Allan | 2003 | M | SC | 5 |
| Alan | 2004 | M | SC | 26 |
| Allen | 2004 | M | SC | 13 |
| Allan | 2004 | M | SC | 6 |
| Alan | 2005 | M | SC | 29 |
| Allen | 2005 | M | SC | 15 |
| Allan | 2005 | M | SC | 6 |
| Alan | 2006 | M | SC | 36 |
| Allen | 2006 | M | SC | 17 |
| Allan | 2006 | M | SC | 6 |
| Alan | 2007 | M | SC | 36 |
| Allen | 2007 | M | SC | 27 |
| Alan | 2008 | M | SC | 26 |
| Allen | 2008 | M | SC | 16 |
| Allan | 2008 | M | SC | 5 |
| Alan | 2009 | M | SC | 27 |
| Allen | 2009 | M | SC | 22 |
| Alan | 2010 | M | SC | 20 |
| Allen | 2010 | M | SC | 14 |
| Alan | 2011 | M | SC | 23 |
| Allen | 2011 | M | SC | 12 |
| Allan | 2011 | M | SC | 7 |
| Alan | 2012 | M | SC | 23 |
| Allen | 2012 | M | SC | 11 |
| Alan | 2013 | M | SC | 25 |
| Allen | 2013 | M | SC | 14 |
| Alan | 2014 | M | SC | 30 |
| Allen | 2014 | M | SC | 15 |
| Allen | 1999 | M | SD | 6 |
| Allen | 2001 | M | SD | 7 |
| Allen | 2005 | M | SD | 5 |
| Alan | 2008 | M | SD | 5 |
| Allen | 2008 | M | SD | 5 |
| Alan | 2009 | M | SD | 5 |
| Allen | 2010 | M | SD | 5 |
| Allen | 2013 | M | SD | 5 |
| Allen | 1997 | M | TN | 33 |
| Alan | 1997 | M | TN | 26 |
| Allan | 1997 | M | TN | 5 |
| Allen | 1998 | M | TN | 37 |
| Alan | 1998 | M | TN | 30 |
| Allan | 1998 | M | TN | 5 |
| Alan | 1999 | M | TN | 36 |
| Allen | 1999 | M | TN | 32 |
| Allen | 2000 | M | TN | 37 |
| Alan | 2000 | M | TN | 33 |
| Allan | 2000 | M | TN | 5 |
| Allen | 2001 | M | TN | 28 |
| Alan | 2001 | M | TN | 27 |
| Alan | 2002 | M | TN | 41 |
| Allen | 2002 | M | TN | 31 |
| Allan | 2002 | M | TN | 8 |
| Alan | 2003 | M | TN | 32 |
| Allen | 2003 | M | TN | 16 |
| Allan | 2003 | M | TN | 6 |
| Alan | 2004 | M | TN | 41 |
| Allen | 2004 | M | TN | 23 |
| Allan | 2004 | M | TN | 9 |
| Alan | 2005 | M | TN | 38 |
| Allen | 2005 | M | TN | 27 |
| Alan | 2006 | M | TN | 53 |
| Allen | 2006 | M | TN | 29 |
| Allan | 2006 | M | TN | 7 |
| Alan | 2007 | M | TN | 51 |
| Allen | 2007 | M | TN | 22 |
| Allan | 2007 | M | TN | 7 |
| Alan | 2008 | M | TN | 53 |
| Allen | 2008 | M | TN | 21 |
| Allan | 2008 | M | TN | 6 |
| Alan | 2009 | M | TN | 31 |
| Allen | 2009 | M | TN | 16 |
| Allan | 2009 | M | TN | 8 |
| Alan | 2010 | M | TN | 36 |
| Allen | 2010 | M | TN | 21 |
| Allan | 2010 | M | TN | 5 |
| Alan | 2011 | M | TN | 40 |
| Allen | 2011 | M | TN | 23 |
| Alan | 2012 | M | TN | 31 |
| Allen | 2012 | M | TN | 15 |
| Alan | 2013 | M | TN | 40 |
| Allen | 2013 | M | TN | 18 |
| Alan | 2014 | M | TN | 38 |
| Allen | 2014 | M | TN | 13 |
| Allan | 2014 | M | TN | 8 |
| Alan | 1997 | M | TX | 335 |
| Allen | 1997 | M | TX | 111 |
| Allan | 1997 | M | TX | 48 |
| Alan | 1998 | M | TX | 309 |
| Allen | 1998 | M | TX | 96 |
| Allan | 1998 | M | TX | 59 |
| Alan | 1999 | M | TX | 364 |
| Allen | 1999 | M | TX | 117 |
| Allan | 1999 | M | TX | 64 |
| Alan | 2000 | M | TX | 381 |
| Allen | 2000 | M | TX | 105 |
| Allan | 2000 | M | TX | 49 |
| Alan | 2001 | M | TX | 469 |
| Allen | 2001 | M | TX | 116 |
| Allan | 2001 | M | TX | 56 |
| Alan | 2002 | M | TX | 419 |
| Allen | 2002 | M | TX | 119 |
| Allan | 2002 | M | TX | 57 |
| Alan | 2003 | M | TX | 514 |
| Allen | 2003 | M | TX | 114 |
| Allan | 2003 | M | TX | 73 |
| Alan | 2004 | M | TX | 517 |
| Allen | 2004 | M | TX | 121 |
| Allan | 2004 | M | TX | 67 |
| Alan | 2005 | M | TX | 528 |
| Allen | 2005 | M | TX | 116 |
| Allan | 2005 | M | TX | 74 |
| Alan | 2006 | M | TX | 538 |
| Allen | 2006 | M | TX | 128 |
| Allan | 2006 | M | TX | 50 |
| Alan | 2007 | M | TX | 499 |
| Allen | 2007 | M | TX | 105 |
| Allan | 2007 | M | TX | 59 |
| Alan | 2008 | M | TX | 497 |
| Allen | 2008 | M | TX | 113 |
| Allan | 2008 | M | TX | 70 |
| Alan | 2009 | M | TX | 447 |
| Allen | 2009 | M | TX | 91 |
| Allan | 2009 | M | TX | 55 |
| Alan | 2010 | M | TX | 420 |
| Allen | 2010 | M | TX | 99 |
| Allan | 2010 | M | TX | 46 |
| Alan | 2011 | M | TX | 367 |
| Allen | 2011 | M | TX | 89 |
| Allan | 2011 | M | TX | 34 |
| Alan | 2012 | M | TX | 393 |
| Allen | 2012 | M | TX | 91 |
| Allan | 2012 | M | TX | 46 |
| Alan | 2013 | M | TX | 435 |
| Allen | 2013 | M | TX | 71 |
| Allan | 2013 | M | TX | 35 |
| Alan | 2014 | M | TX | 446 |
| Allen | 2014 | M | TX | 80 |
| Allan | 2014 | M | TX | 39 |
| Alan | 1997 | M | UT | 23 |
| Allen | 1997 | M | UT | 7 |
| Alan | 1998 | M | UT | 27 |
| Allen | 1998 | M | UT | 7 |
| Allan | 1998 | M | UT | 5 |
| Alan | 1999 | M | UT | 32 |
| Allen | 1999 | M | UT | 8 |
| Alan | 2000 | M | UT | 15 |
| Allen | 2000 | M | UT | 12 |
| Alan | 2001 | M | UT | 32 |
| Allen | 2001 | M | UT | 9 |
| Allan | 2001 | M | UT | 7 |
| Alan | 2002 | M | UT | 23 |
| Allen | 2002 | M | UT | 8 |
| Alan | 2003 | M | UT | 32 |
| Alan | 2004 | M | UT | 25 |
| Allen | 2004 | M | UT | 8 |
| Allan | 2004 | M | UT | 5 |
| Alan | 2005 | M | UT | 30 |
| Allen | 2005 | M | UT | 9 |
| Alan | 2006 | M | UT | 40 |
| Allan | 2006 | M | UT | 10 |
| Allen | 2006 | M | UT | 9 |
| Alan | 2007 | M | UT | 27 |
| Allen | 2007 | M | UT | 10 |
| Allan | 2007 | M | UT | 8 |
| Alan | 2008 | M | UT | 31 |
| Allen | 2008 | M | UT | 9 |
| Allan | 2008 | M | UT | 5 |
| Alan | 2009 | M | UT | 46 |
| Allan | 2009 | M | UT | 7 |
| Allen | 2009 | M | UT | 6 |
| Alan | 2010 | M | UT | 33 |
| Allen | 2010 | M | UT | 9 |
| Alan | 2011 | M | UT | 23 |
| Allen | 2011 | M | UT | 9 |
| Alan | 2012 | M | UT | 23 |
| Allen | 2012 | M | UT | 10 |
| Alan | 2013 | M | UT | 21 |
| Alan | 2014 | M | UT | 26 |
| Allen | 2014 | M | UT | 5 |
| Allen | 1997 | M | VA | 38 |
| Alan | 1997 | M | VA | 36 |
| Allan | 1997 | M | VA | 6 |
| Allen | 1998 | M | VA | 45 |
| Alan | 1998 | M | VA | 41 |
| Allan | 1998 | M | VA | 6 |
| Allen | 1999 | M | VA | 36 |
| Alan | 1999 | M | VA | 34 |
| Allan | 1999 | M | VA | 6 |
| Alan | 2000 | M | VA | 42 |
| Allen | 2000 | M | VA | 36 |
| Allan | 2000 | M | VA | 12 |
| Alan | 2001 | M | VA | 46 |
| Allen | 2001 | M | VA | 37 |
| Allan | 2001 | M | VA | 9 |
| Alan | 2002 | M | VA | 44 |
| Allen | 2002 | M | VA | 33 |
| Allan | 2002 | M | VA | 9 |
| Alan | 2003 | M | VA | 52 |
| Allen | 2003 | M | VA | 27 |
| Allan | 2003 | M | VA | 12 |
| Alan | 2004 | M | VA | 44 |
| Allen | 2004 | M | VA | 26 |
| Allan | 2004 | M | VA | 14 |
| Alan | 2005 | M | VA | 42 |
| Allen | 2005 | M | VA | 31 |
| Allan | 2005 | M | VA | 12 |
| Alan | 2006 | M | VA | 47 |
| Allen | 2006 | M | VA | 40 |
| Allan | 2006 | M | VA | 19 |
| Alan | 2007 | M | VA | 51 |
| Allen | 2007 | M | VA | 17 |
| Allan | 2007 | M | VA | 8 |
| Alan | 2008 | M | VA | 43 |
| Allen | 2008 | M | VA | 33 |
| Allan | 2008 | M | VA | 9 |
| Alan | 2009 | M | VA | 42 |
| Allen | 2009 | M | VA | 29 |
| Allan | 2009 | M | VA | 5 |
| Alan | 2010 | M | VA | 36 |
| Allen | 2010 | M | VA | 20 |
| Allan | 2010 | M | VA | 13 |
| Alan | 2011 | M | VA | 42 |
| Allen | 2011 | M | VA | 20 |
| Allan | 2011 | M | VA | 6 |
| Alan | 2012 | M | VA | 32 |
| Allen | 2012 | M | VA | 29 |
| Alan | 2013 | M | VA | 30 |
| Allen | 2013 | M | VA | 18 |
| Allan | 2013 | M | VA | 6 |
| Alan | 2014 | M | VA | 30 |
| Allen | 2014 | M | VA | 18 |
| Alan | 2001 | M | VT | 5 |
| Alan | 1997 | M | WA | 38 |
| Allen | 1997 | M | WA | 31 |
| Allan | 1997 | M | WA | 8 |
| Alan | 1998 | M | WA | 38 |
| Allen | 1998 | M | WA | 19 |
| Allan | 1998 | M | WA | 8 |
| Alan | 1999 | M | WA | 32 |
| Allen | 1999 | M | WA | 22 |
| Allan | 1999 | M | WA | 9 |
| Alan | 2000 | M | WA | 43 |
| Allen | 2000 | M | WA | 27 |
| Allan | 2000 | M | WA | 10 |
| Alan | 2001 | M | WA | 47 |
| Allen | 2001 | M | WA | 19 |
| Allan | 2001 | M | WA | 8 |
| Alan | 2002 | M | WA | 49 |
| Allen | 2002 | M | WA | 23 |
| Allan | 2002 | M | WA | 5 |
| Alan | 2003 | M | WA | 49 |
| Allen | 2003 | M | WA | 19 |
| Allan | 2003 | M | WA | 7 |
| Alan | 2004 | M | WA | 65 |
| Allen | 2004 | M | WA | 21 |
| Allan | 2004 | M | WA | 9 |
| Alan | 2005 | M | WA | 62 |
| Allen | 2005 | M | WA | 24 |
| Allan | 2005 | M | WA | 8 |
| Alan | 2006 | M | WA | 57 |
| Allen | 2006 | M | WA | 18 |
| Allan | 2006 | M | WA | 11 |
| Alan | 2007 | M | WA | 63 |
| Allen | 2007 | M | WA | 23 |
| Allan | 2007 | M | WA | 8 |
| Alan | 2008 | M | WA | 53 |
| Allen | 2008 | M | WA | 25 |
| Allan | 2008 | M | WA | 7 |
| Alan | 2009 | M | WA | 46 |
| Allen | 2009 | M | WA | 14 |
| Allan | 2009 | M | WA | 13 |
| Alan | 2010 | M | WA | 55 |
| Allen | 2010 | M | WA | 10 |
| Allan | 2010 | M | WA | 7 |
| Alan | 2011 | M | WA | 53 |
| Allen | 2011 | M | WA | 13 |
| Allan | 2011 | M | WA | 8 |
| Alan | 2012 | M | WA | 46 |
| Allan | 2012 | M | WA | 13 |
| Allen | 2012 | M | WA | 12 |
| Alan | 2013 | M | WA | 62 |
| Allen | 2013 | M | WA | 20 |
| Allan | 2013 | M | WA | 6 |
| Alan | 2014 | M | WA | 45 |
| Allen | 2014 | M | WA | 17 |
| Allan | 2014 | M | WA | 11 |
| Alan | 1997 | M | WI | 27 |
| Allen | 1997 | M | WI | 27 |
| Allan | 1997 | M | WI | 7 |
| Allen | 1998 | M | WI | 28 |
| Alan | 1998 | M | WI | 19 |
| Allan | 1998 | M | WI | 6 |
| Alan | 1999 | M | WI | 23 |
| Allen | 1999 | M | WI | 16 |
| Allan | 1999 | M | WI | 6 |
| Alan | 2000 | M | WI | 26 |
| Allen | 2000 | M | WI | 19 |
| Allan | 2000 | M | WI | 12 |
| Alan | 2001 | M | WI | 22 |
| Allen | 2001 | M | WI | 20 |
| Allan | 2001 | M | WI | 7 |
| Alan | 2002 | M | WI | 24 |
| Allen | 2002 | M | WI | 24 |
| Allan | 2002 | M | WI | 6 |
| Allen | 2003 | M | WI | 26 |
| Alan | 2003 | M | WI | 24 |
| Allan | 2003 | M | WI | 5 |
| Alan | 2004 | M | WI | 26 |
| Allen | 2004 | M | WI | 15 |
| Allan | 2004 | M | WI | 8 |
| Alan | 2005 | M | WI | 32 |
| Allen | 2005 | M | WI | 22 |
| Allan | 2005 | M | WI | 8 |
| Alan | 2006 | M | WI | 38 |
| Allen | 2006 | M | WI | 15 |
| Alan | 2007 | M | WI | 34 |
| Allen | 2007 | M | WI | 17 |
| Allan | 2007 | M | WI | 7 |
| Alan | 2008 | M | WI | 34 |
| Allen | 2008 | M | WI | 9 |
| Allan | 2008 | M | WI | 8 |
| Alan | 2009 | M | WI | 33 |
| Allen | 2009 | M | WI | 16 |
| Alan | 2010 | M | WI | 34 |
| Allen | 2010 | M | WI | 12 |
| Allan | 2010 | M | WI | 7 |
| Alan | 2011 | M | WI | 28 |
| Allen | 2011 | M | WI | 9 |
| Alan | 2012 | M | WI | 24 |
| Allen | 2012 | M | WI | 17 |
| Alan | 2013 | M | WI | 35 |
| Allen | 2013 | M | WI | 18 |
| Allan | 2013 | M | WI | 6 |
| Alan | 2014 | M | WI | 17 |
| Allen | 2014 | M | WI | 11 |
| Allen | 1997 | M | WV | 6 |
| Alan | 1997 | M | WV | 5 |
| Allen | 1998 | M | WV | 8 |
| Allan | 1998 | M | WV | 6 |
| Allen | 1999 | M | WV | 8 |
| Allen | 2001 | M | WV | 13 |
| Alan | 2002 | M | WV | 6 |
| Allen | 2002 | M | WV | 6 |
| Allen | 2003 | M | WV | 9 |
| Allen | 2004 | M | WV | 8 |
| Alan | 2004 | M | WV | 6 |
| Allen | 2006 | M | WV | 12 |
| Alan | 2007 | M | WV | 6 |
| Allen | 2007 | M | WV | 6 |
| Allen | 2008 | M | WV | 7 |
| Allen | 2009 | M | WV | 7 |
| Allen | 2010 | M | WV | 5 |
| Allen | 2011 | M | WV | 7 |
| Allen | 2013 | M | WV | 7 |
| Alan | 2014 | M | WV | 6 |
| Allen | 2014 | M | WV | 5 |
| Alan | 2011 | M | WY | 5 |
Code
allan_names |>
group_by(Name, Year) |>
summarize(Total = sum(Count)) |>
ggplot(mapping = aes(x = Year,
y = Total,
color = Name)) +
geom_line() +
labs(y = NULL,
title = "Total Number of Allans Born Between 1997-2014") +
scale_x_continuous(breaks = seq(1997, 2014, by = 1),
guide = guide_axis(n.dodge = 2)) +
scale_y_continuous(breaks = seq(0, 3500, by = 1000),
limits = c(0, 3500)) +
theme(plot.title = element_text(face = "bold",
hjust = 0.5)) 
Code
allan <- allan_names |>
pivot_wider(names_from = "Name",
values_from = "Count",
values_fill = 0) |>
filter(Year == 2000) |>
mutate(
Total = Allan + Allen + Alan,
AllanProp = Allan/Total,
AllenProp = Allen/Total,
AlanProp = Alan/Total,
OverallProp = Total/sum(Total)) |>
select(Year, Sex, State, Allen, AllenProp, Alan, AlanProp, Allan, AllanProp, Total, OverallProp) |>
print()# A tibble: 43 × 11
Year Sex State Allen AllenProp Alan AlanProp Allan AllanP…¹ Total Overa…²
<dbl> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
1 2000 M AL 27 0.529 24 0.471 0 0 51 0.0123
2 2000 M AR 12 0.4 18 0.6 0 0 30 0.00723
3 2000 M AZ 22 0.186 85 0.720 11 0.0932 118 0.0285
4 2000 M CA 176 0.199 579 0.653 131 0.148 886 0.214
5 2000 M CO 14 0.2 51 0.729 5 0.0714 70 0.0169
6 2000 M CT 12 0.462 14 0.538 0 0 26 0.00627
7 2000 M DC 0 0 6 1 0 0 6 0.00145
8 2000 M FL 78 0.375 97 0.466 33 0.159 208 0.0502
9 2000 M GA 42 0.333 79 0.627 5 0.0397 126 0.0304
10 2000 M HI 7 0.467 8 0.533 0 0 15 0.00362
# … with 33 more rows, and abbreviated variable names ¹AllanProp, ²OverallPropCode
allan |>
knitr::kable(format = "html",
col.names = c("Year",
"Sex",
"State",
"Allen",
"Allen Proportion in State",
"Alan",
"Alan Proportion in State",
"Allan",
"Allan Proportion in State",
"Total",
"Overall State Proportion in Year"),
caption = "Summary of Frequency and Proportion of 'Allen', 'Allan, and 'Allan' in Each State") |>
kableExtra::kable_classic(html_font = "Arial") |>
kableExtra::kable_styling(bootstrap_options = "striped")| Year | Sex | State | Allen | Allen Proportion in State | Alan | Alan Proportion in State | Allan | Allan Proportion in State | Total | Overall State Proportion in Year |
|---|---|---|---|---|---|---|---|---|---|---|
| 2000 | M | AL | 27 | 0.5294118 | 24 | 0.4705882 | 0 | 0.0000000 | 51 | 0.0122980 |
| 2000 | M | AR | 12 | 0.4000000 | 18 | 0.6000000 | 0 | 0.0000000 | 30 | 0.0072341 |
| 2000 | M | AZ | 22 | 0.1864407 | 85 | 0.7203390 | 11 | 0.0932203 | 118 | 0.0284543 |
| 2000 | M | CA | 176 | 0.1986456 | 579 | 0.6534989 | 131 | 0.1478555 | 886 | 0.2136484 |
| 2000 | M | CO | 14 | 0.2000000 | 51 | 0.7285714 | 5 | 0.0714286 | 70 | 0.0168797 |
| 2000 | M | CT | 12 | 0.4615385 | 14 | 0.5384615 | 0 | 0.0000000 | 26 | 0.0062696 |
| 2000 | M | DC | 0 | 0.0000000 | 6 | 1.0000000 | 0 | 0.0000000 | 6 | 0.0014468 |
| 2000 | M | FL | 78 | 0.3750000 | 97 | 0.4663462 | 33 | 0.1586538 | 208 | 0.0501567 |
| 2000 | M | GA | 42 | 0.3333333 | 79 | 0.6269841 | 5 | 0.0396825 | 126 | 0.0303834 |
| 2000 | M | HI | 7 | 0.4666667 | 8 | 0.5333333 | 0 | 0.0000000 | 15 | 0.0036171 |
| 2000 | M | IA | 9 | 0.4285714 | 12 | 0.5714286 | 0 | 0.0000000 | 21 | 0.0050639 |
| 2000 | M | ID | 6 | 0.4285714 | 8 | 0.5714286 | 0 | 0.0000000 | 14 | 0.0033759 |
| 2000 | M | IL | 60 | 0.3191489 | 114 | 0.6063830 | 14 | 0.0744681 | 188 | 0.0453340 |
| 2000 | M | IN | 25 | 0.3289474 | 38 | 0.5000000 | 13 | 0.1710526 | 76 | 0.0183265 |
| 2000 | M | KS | 10 | 0.4166667 | 14 | 0.5833333 | 0 | 0.0000000 | 24 | 0.0057873 |
| 2000 | M | KY | 15 | 0.5357143 | 13 | 0.4642857 | 0 | 0.0000000 | 28 | 0.0067519 |
| 2000 | M | LA | 30 | 0.5660377 | 18 | 0.3396226 | 5 | 0.0943396 | 53 | 0.0127803 |
| 2000 | M | MA | 16 | 0.2711864 | 35 | 0.5932203 | 8 | 0.1355932 | 59 | 0.0142272 |
| 2000 | M | MD | 15 | 0.3947368 | 23 | 0.6052632 | 0 | 0.0000000 | 38 | 0.0091633 |
| 2000 | M | ME | 0 | 0.0000000 | 7 | 1.0000000 | 0 | 0.0000000 | 7 | 0.0016880 |
| 2000 | M | MI | 64 | 0.4740741 | 55 | 0.4074074 | 16 | 0.1185185 | 135 | 0.0325537 |
| 2000 | M | MN | 28 | 0.5283019 | 25 | 0.4716981 | 0 | 0.0000000 | 53 | 0.0127803 |
| 2000 | M | MO | 26 | 0.4814815 | 20 | 0.3703704 | 8 | 0.1481481 | 54 | 0.0130215 |
| 2000 | M | MS | 19 | 0.7037037 | 8 | 0.2962963 | 0 | 0.0000000 | 27 | 0.0065107 |
| 2000 | M | NC | 56 | 0.3943662 | 70 | 0.4929577 | 16 | 0.1126761 | 142 | 0.0342416 |
| 2000 | M | NE | 0 | 0.0000000 | 7 | 1.0000000 | 0 | 0.0000000 | 7 | 0.0016880 |
| 2000 | M | NH | 0 | 0.0000000 | 5 | 1.0000000 | 0 | 0.0000000 | 5 | 0.0012057 |
| 2000 | M | NJ | 28 | 0.2718447 | 66 | 0.6407767 | 9 | 0.0873786 | 103 | 0.0248372 |
| 2000 | M | NM | 9 | 0.3103448 | 20 | 0.6896552 | 0 | 0.0000000 | 29 | 0.0069930 |
| 2000 | M | NV | 10 | 0.2127660 | 29 | 0.6170213 | 8 | 0.1702128 | 47 | 0.0113335 |
| 2000 | M | NY | 80 | 0.3149606 | 131 | 0.5157480 | 43 | 0.1692913 | 254 | 0.0612491 |
| 2000 | M | OH | 79 | 0.5163399 | 64 | 0.4183007 | 10 | 0.0653595 | 153 | 0.0368941 |
| 2000 | M | OK | 16 | 0.4705882 | 18 | 0.5294118 | 0 | 0.0000000 | 34 | 0.0081987 |
| 2000 | M | OR | 14 | 0.4117647 | 20 | 0.5882353 | 0 | 0.0000000 | 34 | 0.0081987 |
| 2000 | M | PA | 56 | 0.4705882 | 51 | 0.4285714 | 12 | 0.1008403 | 119 | 0.0286954 |
| 2000 | M | RI | 0 | 0.0000000 | 6 | 1.0000000 | 0 | 0.0000000 | 6 | 0.0014468 |
| 2000 | M | SC | 22 | 0.5945946 | 15 | 0.4054054 | 0 | 0.0000000 | 37 | 0.0089221 |
| 2000 | M | TN | 37 | 0.4933333 | 33 | 0.4400000 | 5 | 0.0666667 | 75 | 0.0180854 |
| 2000 | M | TX | 105 | 0.1962617 | 381 | 0.7121495 | 49 | 0.0915888 | 535 | 0.1290089 |
| 2000 | M | UT | 12 | 0.4444444 | 15 | 0.5555556 | 0 | 0.0000000 | 27 | 0.0065107 |
| 2000 | M | VA | 36 | 0.4000000 | 42 | 0.4666667 | 12 | 0.1333333 | 90 | 0.0217024 |
| 2000 | M | WA | 27 | 0.3375000 | 43 | 0.5375000 | 10 | 0.1250000 | 80 | 0.0192911 |
| 2000 | M | WI | 19 | 0.3333333 | 26 | 0.4561404 | 12 | 0.2105263 | 57 | 0.0137449 |
Code
allan_ca_pa <- allan |>
filter(State %in% c("CA", "PA")) |>
print()# A tibble: 2 × 11
Year Sex State Allen AllenProp Alan AlanProp Allan AllanProp Total Overa…¹
<dbl> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
1 2000 M CA 176 0.199 579 0.653 131 0.148 886 0.214
2 2000 M PA 56 0.471 51 0.429 12 0.101 119 0.0287
# … with abbreviated variable name ¹OverallPropCode
allan_ca_pa |>
knitr::kable(format = "html",
col.names = c("Year",
"Sex",
"State",
"Allen",
"Allen Proportion in State",
"Alan",
"Alan Proportion in State",
"Allan",
"Allan Proportion in State",
"Total",
"Overall State Proportion in Year"),
caption = "Summary of Frequency and Proportion of 'Allen', 'Allan, and 'Allan' in California and Pennsylvania",
digits = 3) |>
kableExtra::kable_classic(html_font = "Cambria") |>
kableExtra::kable_styling(bootstrap_options = "striped",
position = "left")| Year | Sex | State | Allen | Allen Proportion in State | Alan | Alan Proportion in State | Allan | Allan Proportion in State | Total | Overall State Proportion in Year |
|---|---|---|---|---|---|---|---|---|---|---|
| 2000 | M | CA | 176 | 0.199 | 579 | 0.653 | 131 | 0.148 | 886 | 0.214 |
| 2000 | M | PA | 56 | 0.471 | 51 | 0.429 | 12 | 0.101 | 119 | 0.029 |